{"id":"W3006062737","doi":"10.26522/brocked.v29i1.816","title":"Editorial: Freedom of Speech in Academic Publishing","year":2020,"lang":"en","type":"editorial","venue":"Brock Education Journal","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Publishing; Academic freedom; Free speech; Sociology; Media studies; Linguistics; Art; Political science; Philosophy; Literature; Law; Higher education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001898504,0.0004284278,0.0007599805,0.0004758225,0.0002666888,0.0001878277,0.001267541,0.00661284,0.001771589],"category_scores_gemma":[0.01449935,0.0004488369,0.0002100365,0.0006540808,0.0001513643,0.0008829843,0.0001759355,0.03362812,0.000101523],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005955676,"about_ca_system_score_gemma":0.01174065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008645144,"about_ca_topic_score_gemma":0.0000228097,"domain_scores_codex":[0.9946699,0.001359057,0.001640002,0.0004752979,0.00111702,0.0007387787],"domain_scores_gemma":[0.9934462,0.001922647,0.001270352,0.0002154341,0.001547082,0.001598234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004180795,0.0002475486,0.001235161,0.000373342,0.00009201364,0.00001292642,0.000620437,0.00005407322,0.0007057935,0.0000597009,0.9808025,0.01537839],"study_design_scores_gemma":[0.001407074,0.0001061016,0.00009110592,0.0003809398,0.0001619661,0.00003851556,0.0005692941,0.00003216735,0.000453696,0.001314874,0.9950878,0.0003564589],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0006524814,0.003028945,0.000006708,0.008463657,0.9849744,0.0003747346,0.0002549802,0.00004173935,0.002202331],"genre_scores_gemma":[0.001537525,0.00299111,0.0001307622,0.001226551,0.9920668,0.00003544298,0.0002962495,0.00006401858,0.001651538],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02701528,"threshold_uncertainty_score":0.9997963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2859823071413347,"score_gpt":0.548471393844351,"score_spread":0.2624890867030163,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}