{"id":"W4318917187","doi":"10.1097/opx.0000000000001983","title":"Topical Review: Teaching Serious News Delivery in Eye Care","year":2023,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Medical education; Eye care; Medicine; Communication skills; Nursing; Psychology; Optometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001604067,0.0000680835,0.0001922667,0.0004911778,0.0002755802,0.000020526,0.0001347081,0.00006376213,0.00005157734],"category_scores_gemma":[0.0006991224,0.00005142049,0.00002360016,0.00193388,0.000236772,0.0001745137,0.0001878474,0.0003977009,0.0000959693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004883299,"about_ca_system_score_gemma":0.000131012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003060563,"about_ca_topic_score_gemma":8.169142e-7,"domain_scores_codex":[0.9986504,0.00008058498,0.00018067,0.0003337624,0.0004064828,0.0003480952],"domain_scores_gemma":[0.9993574,0.0001300131,0.00002190641,0.0001952887,0.00007597043,0.0002194414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008226126,0.00005679594,0.7405137,0.001719271,0.000001264981,0.0001919836,0.0003400804,3.279869e-7,0.001805675,0.00007131153,0.0006280159,0.2545893],"study_design_scores_gemma":[0.0004192483,0.0005355398,0.9920521,0.001286009,0.000003635662,0.00006170502,0.0005710211,0.0004444136,0.0001564072,0.00001135284,0.004387103,0.00007148362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989904,0.00467759,0.000005539628,0.002497641,0.0001204978,0.000243842,0.00000102787,0.00002806473,0.002521744],"genre_scores_gemma":[0.9944496,0.003695264,0.000236637,0.0009701632,0.00004163382,0.000007257753,0.000003303029,0.000003599396,0.0005925602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2545178,"threshold_uncertainty_score":0.2119568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07587877464100083,"score_gpt":0.6069262623291706,"score_spread":0.5310474876881698,"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."}}