{"id":"W67429900","doi":"10.26443/el.v28i2.214","title":"A Revolution in Academic Publication","year":2017,"lang":"en","type":"article","venue":"Education Libraries","topic":"Copyright and Intellectual Property","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Censorship; Credibility; Quality (philosophy); Higher education; Information literacy; Public relations; Political science; Literacy; Library science; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01259622,0.0004403726,0.0004129408,0.002656395,0.00381882,0.01852288,0.001088006,0.004217098,0.0101456],"category_scores_gemma":[0.03214211,0.0002810924,0.0005446323,0.004196896,0.01998483,0.01826485,0.007341509,0.00529627,0.003410976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006331526,"about_ca_system_score_gemma":0.00542708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198552,"about_ca_topic_score_gemma":0.000819884,"domain_scores_codex":[0.9871554,0.005131282,0.0006489502,0.001180092,0.005085842,0.0007984311],"domain_scores_gemma":[0.9728236,0.01140238,0.002564137,0.006849819,0.004163018,0.002197232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002761039,0.00002507494,0.0004833575,0.0001096295,0.000005618315,0.00004668457,0.001554715,0.0001843105,0.0001460623,0.9329934,0.01681739,0.04760611],"study_design_scores_gemma":[0.00002520232,0.00006541555,0.001273839,0.0002930631,0.000006865641,0.000217215,0.001402698,0.0002947614,0.0005496666,0.2965482,0.6992999,0.00002329644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.04598692,0.04100301,0.01314519,0.2265761,0.006519118,0.00006855949,0.0001555964,0.0006038321,0.6659417],"genre_scores_gemma":[0.793408,0.03074967,0.0140932,0.02990071,0.01291077,0.0001495396,0.0001223592,0.0004138081,0.1182521],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9814771,"threshold_uncertainty_score":0.066616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05593343535670141,"score_gpt":0.279175744415235,"score_spread":0.2232423090585336,"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."}}