{"id":"W4406694070","doi":"10.46747/cfp.710169","title":"Renewing hope","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; World Wide Web; Medicine","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":[0.006309669,0.0007575452,0.0007279824,0.001224995,0.01540446,0.01403996,0.00184069,0.006775114,0.06559429],"category_scores_gemma":[0.02980403,0.000484679,0.001081391,0.0006191954,0.00982395,0.01039758,0.01284749,0.02170492,0.02393105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01066166,"about_ca_system_score_gemma":0.02847806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04802082,"about_ca_topic_score_gemma":0.1069542,"domain_scores_codex":[0.9924412,0.002035849,0.0001243102,0.000502452,0.002919697,0.001976488],"domain_scores_gemma":[0.9637903,0.002055081,0.0008988602,0.001267939,0.008586348,0.02340147],"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":[0.000009482649,0.000017562,0.0004126402,0.00004396159,0.00001080635,0.0002001262,0.002538327,0.00001852,0.00008314786,0.01244893,0.9617134,0.02250311],"study_design_scores_gemma":[0.00001006763,0.00001295832,0.0005038957,0.0002351984,0.000007216416,0.000427347,0.006026743,0.00003374603,0.00006586612,0.009639018,0.9830079,0.00002997792],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002949805,0.00529466,0.003204145,0.7845793,0.02967587,0.00009525694,0.000328052,0.0008118706,0.173061],"genre_scores_gemma":[0.1407195,0.01020271,0.008730301,0.5778257,0.01368596,0.000264421,0.0006532202,0.001542472,0.2463757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06559429,"threshold_uncertainty_score":0.2194347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04440993704979711,"score_gpt":0.3735076847094484,"score_spread":0.3290977476596513,"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."}}