{"id":"W3175920838","doi":"10.1371/journal.pone.0253210","title":"Physician and patient concordance in reporting of appropriateness and prioritization for cataract surgery","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prism Eye Institute; Trillium Health Centre; University of Toronto","funders":"","keywords":"Concordance; Prioritization; Cataract surgery; Medicine; Surgery; Engineering; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.007286515,0.000163351,0.0003444863,0.001101032,0.0003797535,0.0008711042,0.0004230449,0.0004673579,0.001812779],"category_scores_gemma":[0.03717319,0.0002280927,0.0004867799,0.001070487,0.0003876675,0.0004776214,0.0007114988,0.0005445983,0.0002634954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006784436,"about_ca_system_score_gemma":0.0008357988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005010227,"about_ca_topic_score_gemma":0.005112376,"domain_scores_codex":[0.9889801,0.005461405,0.001513149,0.001211399,0.002128842,0.0007050938],"domain_scores_gemma":[0.9485157,0.02159644,0.02116876,0.002496259,0.004661916,0.001560881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004332362,0.00001154374,0.9989234,0.000007116064,0.00002195017,0.00001964037,0.0001108816,0.00002633247,0.00002633425,0.000006383491,0.00008331452,0.0007197746],"study_design_scores_gemma":[0.000009026557,0.00005932151,0.9989856,0.000008487318,0.00001138746,0.0001988888,0.0002218213,0.0002883125,0.00005437302,0.00001643503,0.0001406768,0.000005601062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985238,0.0001614322,0.0002307924,0.00009501283,0.00001198317,0.00002582223,0.0003801534,0.000005088006,0.0005658996],"genre_scores_gemma":[0.9995467,0.00002690787,0.0001563107,0.0000200892,0.000006967867,0.00001376292,0.0001927415,0.000001508299,0.00003498808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007286515,"threshold_uncertainty_score":0.03853524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028421041034496,"score_gpt":0.3288377468163269,"score_spread":0.2259956427128774,"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."}}