{"id":"W4323037261","doi":"10.1007/s13187-023-02277-w","title":"Listen, and You Shall Find","year":2023,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine","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":[0.0007435973,0.00003257578,0.00005817949,0.0001061641,0.0001502105,0.00007386087,0.00008505763,0.00003448399,0.0002686612],"category_scores_gemma":[0.0003457194,0.00002969208,0.00002393023,0.0002568237,0.00005598212,0.0004412336,0.000004385318,0.00009971888,0.00001796314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007716594,"about_ca_system_score_gemma":0.001782759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082609,"about_ca_topic_score_gemma":0.000648092,"domain_scores_codex":[0.9994131,0.00008072716,0.0001355585,0.0000505981,0.0002300947,0.00008994112],"domain_scores_gemma":[0.9992093,0.0002019205,0.0002226504,0.00003505411,0.0002451488,0.00008588943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005429132,0.0001765117,0.3144988,0.00006480076,0.00007169447,0.000001725065,0.1242401,0.00002507749,0.0002579748,0.02845147,0.1824711,0.3496864],"study_design_scores_gemma":[0.00006353966,0.00001958482,0.2282337,0.00004677417,0.00002702994,0.000003094418,0.04393033,0.000002206491,0.00001989793,0.004078476,0.7235269,0.0000484935],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8283403,0.00417182,0.000002713263,0.1469901,0.003083081,0.00005271379,0.000001270531,0.000008916255,0.01734907],"genre_scores_gemma":[0.9817516,0.003717137,0.0001464349,0.000623573,0.002538759,0.000005496353,0.000001326803,0.000004132626,0.01121153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5410558,"threshold_uncertainty_score":0.3162537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08459304955655512,"score_gpt":0.5021879966526273,"score_spread":0.4175949470960721,"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."}}