{"id":"W4384385557","doi":"10.53962/jcvk-9f4b","title":"PubCast - Putting Voice in Scholarly Work and Science Communication","year":2023,"lang":"en","type":"other","venue":"ResearchEquals","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Science communication; Work (physics); Engineering ethics; Computer science; Scholarly communication; Science education; Sociology; Political science; Engineering; Pedagogy; Mechanical engineering","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":[0.01232696,0.0004280952,0.0004288825,0.002393937,0.009354348,0.02820589,0.001305358,0.006549623,0.1567969],"category_scores_gemma":[0.05129378,0.0003923205,0.0005798322,0.003601771,0.005248146,0.02253815,0.01387175,0.008873138,0.03840469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004952094,"about_ca_system_score_gemma":0.008796072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004205579,"about_ca_topic_score_gemma":0.008448674,"domain_scores_codex":[0.9942244,0.002283589,0.0002087163,0.0003507768,0.001996661,0.0009358797],"domain_scores_gemma":[0.9579818,0.0202426,0.001584711,0.005636643,0.006216922,0.008337222],"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":[0.00004884041,0.00002763194,0.0002934105,0.0001238013,0.000002886327,0.00008341934,0.004013979,0.00006283679,0.0001655613,0.3335631,0.6167511,0.04486348],"study_design_scores_gemma":[0.000006894453,0.000007135122,0.0001458047,0.0001122307,0.000001872258,0.00002418025,0.001500422,0.0000575073,0.0001232505,0.01518533,0.9828284,0.000006951025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002863324,0.002517158,0.007517168,0.1771905,0.04543752,0.00008427456,0.0008636058,0.001083503,0.7624429],"genre_scores_gemma":[0.08041141,0.003062727,0.004197055,0.02844037,0.01427378,0.0001558658,0.0009212441,0.002066812,0.8664707],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9717941,"threshold_uncertainty_score":0.524538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06643163721019911,"score_gpt":0.3787260261976573,"score_spread":0.3122943889874582,"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."}}