{"id":"W4399069763","doi":"10.1016/j.jogc.2024.102530","title":"Old Tools for New Tricks","year":2024,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02639276,0.00187425,0.002262276,0.005186595,0.009207159,0.01513221,0.003309449,0.01039699,0.04859582],"category_scores_gemma":[0.06057464,0.000919959,0.001445451,0.00241548,0.06547619,0.03367265,0.01021424,0.02932295,0.01265312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01038471,"about_ca_system_score_gemma":0.01748928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02055132,"about_ca_topic_score_gemma":0.02792683,"domain_scores_codex":[0.9893026,0.004607212,0.0005967543,0.001132252,0.003273178,0.001088107],"domain_scores_gemma":[0.9360305,0.03234605,0.001773595,0.007257037,0.0137889,0.00880389],"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":[0.0001410042,0.00006882917,0.0006413954,0.0003732805,0.00005543924,0.0002317646,0.002538939,0.00020398,0.0001804404,0.4612123,0.4818198,0.0525328],"study_design_scores_gemma":[0.00004854094,0.00004114213,0.0003178724,0.0008478868,0.00001995421,0.0002034205,0.002382678,0.0001959079,0.0001122913,0.3585522,0.637211,0.00006695776],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001545667,0.108736,0.008019283,0.788944,0.04940311,0.00003532708,0.0003390723,0.0004455304,0.04253207],"genre_scores_gemma":[0.1239336,0.09982775,0.02210302,0.4857043,0.114656,0.0003518082,0.0004641823,0.001994458,0.1509649],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04859582,"threshold_uncertainty_score":0.1625692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03093632479076262,"score_gpt":0.2975715537314963,"score_spread":0.2666352289407337,"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."}}