{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004548667,0.0001810814,0.0002150469,0.000657445,0.000138732,0.0003977486,0.0009835066,0.0004133403,0.00006015819],"category_scores_gemma":[0.004815446,0.0001657574,0.00004042769,0.000862012,0.00117446,0.00001765432,0.001377777,0.0005953992,0.000204903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005936802,"about_ca_system_score_gemma":0.0004621743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003041679,"about_ca_topic_score_gemma":0.0006348742,"domain_scores_codex":[0.9973651,0.0001931732,0.0003134388,0.000454126,0.0009579467,0.0007162385],"domain_scores_gemma":[0.9985045,0.0001117489,0.0001001825,0.0007915826,0.0001816263,0.0003104247],"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":[0.0001371807,0.0002979409,0.01840162,0.001169525,0.0001835727,0.00003752632,0.0006738596,0.000003242285,0.05378567,0.001096871,0.5576332,0.3665798],"study_design_scores_gemma":[0.0008317931,0.0002748932,0.009132789,0.0007886646,0.000007526389,0.000004443044,0.0003175607,0.00009034875,0.005153546,0.0004071471,0.9825068,0.0004845495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08176638,0.02741046,0.0008271163,0.009210159,0.0006795726,0.004584979,0.0003307711,0.0005092584,0.8746813],"genre_scores_gemma":[0.148853,0.04352885,0.009312223,0.0003091737,0.0007858404,0.0002016464,0.0003427987,0.001040604,0.7956259],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4248735,"threshold_uncertainty_score":0.6759393,"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."}}