{"id":"W4388124154","doi":"10.15353/cjo.v68i4.4612","title":"Clinical Diagnosis","year":2021,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Veterinary Equine Medical Research","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007100807,0.0007416407,0.002178915,0.008298043,0.0006067186,0.0007473298,0.002878177,0.0008238116,0.01592016],"category_scores_gemma":[0.0123394,0.0007217127,0.001722872,0.005817959,0.001079289,0.001288991,0.0001428178,0.004506767,0.0003345842],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002282294,"about_ca_system_score_gemma":0.02989196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002764263,"about_ca_topic_score_gemma":0.001907608,"domain_scores_codex":[0.9891698,0.001379725,0.004079799,0.0006398744,0.002165015,0.002565726],"domain_scores_gemma":[0.9739723,0.001851522,0.001951873,0.0009926336,0.004570295,0.01666134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001737131,0.0001231681,0.8391802,0.0001208488,0.0007818221,0.09605138,0.0002501424,0.00002444172,0.0001572474,0.000008736508,0.05571349,0.007414759],"study_design_scores_gemma":[0.00258243,0.002961386,0.8212124,0.001026254,0.0002613884,0.05345463,0.001052129,0.00004197645,0.0002268532,0.00001540762,0.1164316,0.000733501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701572,0.01186343,0.0006024216,0.007081605,0.006294165,0.0002127243,0.0002729467,0.00001146466,0.003504039],"genre_scores_gemma":[0.9886185,0.001023957,0.004830897,0.001388353,0.003067714,0.000005379411,0.00001513511,0.0001801542,0.0008699214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06071811,"threshold_uncertainty_score":0.9995234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1152066934940405,"score_gpt":0.4729983109715377,"score_spread":0.3577916174774972,"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."}}