{"id":"W4391351713","doi":"10.5489/cuaj.8704","title":"Patient information vs. The Algorithm","year":2024,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Algorithm","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":[0.01062411,0.0008401229,0.002020309,0.002034898,0.0006397512,0.004391615,0.001301042,0.002568368,0.02102901],"category_scores_gemma":[0.06011898,0.0004029062,0.001286613,0.0018742,0.0005788443,0.005090129,0.001435152,0.002019331,0.003332823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001457303,"about_ca_system_score_gemma":0.003850464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003338687,"about_ca_topic_score_gemma":0.002602533,"domain_scores_codex":[0.9923,0.004267513,0.0005105844,0.001181694,0.001252348,0.0004878229],"domain_scores_gemma":[0.972493,0.02162266,0.0007897761,0.002921413,0.001563682,0.0006093887],"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":[0.01364254,0.001282472,0.03933186,0.0008346155,0.0006168718,0.0001346696,0.0002201645,0.05426412,0.0008386439,0.04663616,0.05467191,0.787526],"study_design_scores_gemma":[0.005380922,0.003339323,0.01863313,0.0006865064,0.001498563,0.001577214,0.0004044764,0.7737936,0.005754852,0.1412712,0.04750721,0.0001529844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4017611,0.01114168,0.381133,0.04703568,0.003899683,0.004023488,0.03007978,0.006934893,0.1139908],"genre_scores_gemma":[0.8595729,0.001627559,0.1195635,0.001942983,0.0008916841,0.000486787,0.006107209,0.0004312163,0.009376129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02102901,"threshold_uncertainty_score":0.07034898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500884871638411,"score_gpt":0.2950711999708061,"score_spread":0.270062351254422,"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."}}