{"id":"W4391023627","doi":"10.15353/cjo.v46i2.4398","title":"An Interview with Dr. Fred Nuttall","year":2021,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003691385,0.0006515098,0.001920054,0.006839558,0.0004639271,0.0003841531,0.001336494,0.0005315434,0.007291947],"category_scores_gemma":[0.003190886,0.0005825676,0.0007256172,0.004221668,0.0008193431,0.001614623,0.00002294949,0.003503026,0.00009724478],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003198653,"about_ca_system_score_gemma":0.03574628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002186219,"about_ca_topic_score_gemma":0.006256353,"domain_scores_codex":[0.9933447,0.0006885693,0.002220566,0.0004855184,0.001729225,0.001531435],"domain_scores_gemma":[0.9763805,0.0003979771,0.001953819,0.000868022,0.004303467,0.01609622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003471759,0.0002988991,0.7996101,0.0004830715,0.001931162,0.09080795,0.001614173,0.0001190432,0.0008575022,0.00001027158,0.09457374,0.009346918],"study_design_scores_gemma":[0.006116564,0.002697235,0.5403375,0.003340948,0.001438029,0.1028186,0.003866459,0.00005655052,0.0008868712,0.000005593757,0.3375378,0.0008978169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514773,0.01755334,0.002164285,0.02048642,0.002890305,0.0002451016,0.00009761825,0.00001297366,0.005072655],"genre_scores_gemma":[0.9821169,0.0002863592,0.009366196,0.005149444,0.001542099,0.000001657754,0.00002150204,0.0001618064,0.001354082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2592726,"threshold_uncertainty_score":0.9996626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02542079647250397,"score_gpt":0.3427900140455636,"score_spread":0.3173692175730597,"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."}}