{"id":"W4322216864","doi":"10.18192/uojm.v12i1.6580","title":"Through Adversity We Innovate","year":2023,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Computer science; Internet privacy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01230899,0.001053874,0.0006917123,0.001598035,0.009786648,0.0168406,0.001833248,0.008173668,0.03370729],"category_scores_gemma":[0.03032658,0.0003691264,0.0007588121,0.0009289631,0.03610143,0.0207218,0.02034711,0.01668626,0.013206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004941382,"about_ca_system_score_gemma":0.01621452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002510515,"about_ca_topic_score_gemma":0.002788105,"domain_scores_codex":[0.982756,0.008165036,0.0004901321,0.001689616,0.004177941,0.0027212],"domain_scores_gemma":[0.9738337,0.006578431,0.002580842,0.003383168,0.003802409,0.009821489],"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":[0.00007915984,0.0002611344,0.004214467,0.0004392348,0.0001022896,0.001134512,0.03004651,0.0004652012,0.0009524904,0.6348493,0.2209547,0.1065009],"study_design_scores_gemma":[0.00001356013,0.00006835167,0.0005884676,0.0005719136,0.00001657363,0.0004821001,0.008582725,0.0001438589,0.0002650734,0.1758679,0.8133639,0.00003560684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01764574,0.01360339,0.01720656,0.6663163,0.01049112,0.0001515815,0.0001826681,0.0005681621,0.2738345],"genre_scores_gemma":[0.4809583,0.02590486,0.01113281,0.323311,0.009190068,0.0004077297,0.0003026536,0.0007168762,0.1480757],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03370729,"threshold_uncertainty_score":0.1127621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5413601429787489,"score_gpt":0.5088145515331933,"score_spread":0.03254559144555558,"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."}}