{"id":"W4410076298","doi":"10.1503/cmaj.250189","title":"Deaf, to good advice","year":2025,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Advice (programming); Computer science; World Wide Web; Data science; Programming language","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":[0.001073644,0.0008238676,0.0007232477,0.0008147543,0.004961106,0.002556843,0.001126871,0.004026037,0.2327382],"category_scores_gemma":[0.01082354,0.0002893652,0.0006823201,0.0002547486,0.001293508,0.002905186,0.002603885,0.01037357,0.1199866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104885,"about_ca_system_score_gemma":0.003823401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00795236,"about_ca_topic_score_gemma":0.0208333,"domain_scores_codex":[0.9989077,0.0001953173,0.00004060838,0.0001708607,0.0003935897,0.0002919749],"domain_scores_gemma":[0.9943515,0.0003052611,0.0001243428,0.0001929132,0.001325356,0.003700551],"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":[0.00001761825,0.00009097491,0.0005915728,0.00003571698,0.000005970985,0.0008010039,0.0003336388,0.00001113788,0.0001441228,0.0008654642,0.9609354,0.03616741],"study_design_scores_gemma":[0.00002571704,0.00005077683,0.001268897,0.0003204622,0.000009401516,0.003542057,0.001703273,0.00002514976,0.00007242139,0.002210012,0.9907475,0.00002424238],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004745027,0.01759584,0.002028672,0.7071183,0.05206993,0.0001634782,0.0007883957,0.001179263,0.2143111],"genre_scores_gemma":[0.01673456,0.009780067,0.002779536,0.4302976,0.009454199,0.000132819,0.000370424,0.0004174627,0.5300332],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2327382,"threshold_uncertainty_score":0.7785869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009472445419191218,"score_gpt":0.309589063192692,"score_spread":0.3001166177735008,"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."}}