{"id":"W3133069318","doi":"10.1111/opo.12791","title":"Contact lens education for the practitioners of the future","year":2021,"lang":"en","type":"review","venue":"Ophthalmic and Physiological Optics","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Beef Farmers of Ontario","funders":"","keywords":"Contact lens; Lens (geology); Optometry; Psychology; Medical education; Sociology; Optics; Medicine; Physics","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":[0.001745853,0.0002088108,0.0002297309,0.0004549848,0.0009971771,0.001979233,0.000367833,0.001701804,0.0270041],"category_scores_gemma":[0.007985664,0.0001325443,0.0003773491,0.000342338,0.000762194,0.002771747,0.002182018,0.002730359,0.005046736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407265,"about_ca_system_score_gemma":0.006206578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003683342,"about_ca_topic_score_gemma":0.007475679,"domain_scores_codex":[0.9989796,0.0003950944,0.00006970437,0.00006982306,0.0003242867,0.0001615393],"domain_scores_gemma":[0.9961682,0.001077409,0.0004506436,0.0001835875,0.000936543,0.001183466],"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":[0.000067277,0.0001314727,0.004277904,0.00217935,0.00001615326,0.0005479872,0.003446252,0.00005054037,0.001116655,0.01373248,0.2717626,0.7026714],"study_design_scores_gemma":[0.00001218138,0.00009598635,0.006478294,0.003291681,0.00001383496,0.001645899,0.002546552,0.00003296263,0.0002046711,0.004340032,0.9813272,0.00001060786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01904396,0.389727,0.005359726,0.4351484,0.009176833,0.0001158791,0.0002207761,0.0004209993,0.1407865],"genre_scores_gemma":[0.2476631,0.4746383,0.02057174,0.1142946,0.006259988,0.0002130868,0.0003921719,0.0001516962,0.1358152],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0270041,"threshold_uncertainty_score":0.09033769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07158471539362131,"score_gpt":0.3600858285915741,"score_spread":0.2885011131979527,"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."}}