{"id":"W3212827760","doi":"10.15353/cjo.v68i4.4616","title":"What's In the PR Pipeline?","year":2021,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thursday; Sight; Pipeline (software); Public health; Public relations; Optometry; Political science; Medicine; Engineering; Nursing; Philosophy","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":[0.005717441,0.0004239795,0.001290472,0.007883001,0.0004488553,0.0005269106,0.001196739,0.000546639,0.002491672],"category_scores_gemma":[0.00263238,0.0003352127,0.0006050497,0.006174358,0.0005154639,0.001134625,0.0000262632,0.003826789,0.00006638104],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524211,"about_ca_system_score_gemma":0.03241683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002640825,"about_ca_topic_score_gemma":0.004514006,"domain_scores_codex":[0.993878,0.0007748135,0.002038285,0.0003282086,0.00123379,0.001746917],"domain_scores_gemma":[0.9887679,0.0007613288,0.0009137084,0.0005812316,0.002977989,0.005997877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001607241,0.0001140086,0.9325924,0.0002223031,0.0002058735,0.04464773,0.001122136,0.00003464521,0.00004467163,0.00001847553,0.0186327,0.002204361],"study_design_scores_gemma":[0.00276663,0.000847227,0.8959832,0.001442883,0.0001676893,0.07225943,0.007846186,0.00004164237,0.0003421587,0.00001831774,0.01797869,0.0003059233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.946752,0.02462229,0.00008121398,0.02284697,0.003181263,0.0002802745,0.00004146008,0.000002683433,0.002191925],"genre_scores_gemma":[0.9919584,0.001025674,0.0008207806,0.003414187,0.00146464,0.000002644169,0.00001166168,0.0000667388,0.001235299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04520645,"threshold_uncertainty_score":0.99991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07806717915129185,"score_gpt":0.4827707259094273,"score_spread":0.4047035467581354,"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."}}