{"id":"W3160980216","doi":"10.1136/bjophthalmol-2020-318706","title":"Malcolm Kerr Muir, FRCS, FRCOphth, FRCP","year":2021,"lang":"en","type":"article","venue":"British Journal of Ophthalmology","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ophthalmology; General surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003230571,0.00009676329,0.0003137805,0.00008922096,0.0003376209,0.00009046141,0.0002010707,0.00009177504,0.0651153],"category_scores_gemma":[0.0003282772,0.0001063901,0.0001576127,0.00007294922,0.000349905,0.000236168,0.00004027287,0.0004577487,0.0001187268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003428708,"about_ca_system_score_gemma":0.0002051365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006034872,"about_ca_topic_score_gemma":0.00002041113,"domain_scores_codex":[0.9986901,0.0001356091,0.000585102,0.0001386216,0.0002212948,0.0002292643],"domain_scores_gemma":[0.9987943,0.00009571698,0.0002560808,0.0001156078,0.0006112629,0.0001270328],"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":[0.00009559171,0.001364709,0.001096601,0.0001275817,0.0003811448,0.1809908,0.005039782,0.000009326423,0.0004825414,0.2032399,0.5754624,0.03170962],"study_design_scores_gemma":[0.0005999926,0.0002659482,0.002076384,0.0001349408,0.00003514241,0.2075565,0.001073702,0.000002616536,0.0001065649,0.007340749,0.7806466,0.0001609392],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6006487,0.005438399,0.00005655685,0.0009347231,0.0050742,0.00004785925,0.00004955156,0.00001313948,0.3877369],"genre_scores_gemma":[0.9493863,0.00009484046,0.0004383857,0.0006433341,0.002033991,0.000002895948,0.00002261626,0.00001727481,0.04736039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3487376,"threshold_uncertainty_score":0.9357393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04741589678133772,"score_gpt":0.2592801254084552,"score_spread":0.2118642286271175,"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."}}