{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003555314,0.0007353121,0.0006730465,0.001735119,0.009066819,0.01144282,0.00162369,0.008751553,0.1846101],"category_scores_gemma":[0.02240617,0.0005169457,0.0009779773,0.001923576,0.003227283,0.01509862,0.00425304,0.01209378,0.08028402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004244514,"about_ca_system_score_gemma":0.02052606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03602368,"about_ca_topic_score_gemma":0.06482017,"domain_scores_codex":[0.9962648,0.0007190036,0.0001889576,0.0003705146,0.001215357,0.001241501],"domain_scores_gemma":[0.9796388,0.001046009,0.0008388516,0.0004684321,0.004795951,0.01321189],"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":[0.00003166455,0.00005504134,0.001033587,0.000140727,0.000005500558,0.0002010453,0.0002326574,0.00001179406,0.00006408002,0.002526991,0.9449468,0.05075026],"study_design_scores_gemma":[0.00002159873,0.0000592334,0.002404368,0.000413071,0.000007357693,0.0004222509,0.002241685,0.00002321649,0.00007216074,0.002379132,0.9919294,0.000026598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007531835,0.01169607,0.0003012441,0.9158009,0.02667406,0.00003808926,0.000402023,0.0004561947,0.04387828],"genre_scores_gemma":[0.03459186,0.04170502,0.002127103,0.6226394,0.03251529,0.0001669912,0.001334328,0.0009022441,0.2640179],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1846101,"threshold_uncertainty_score":0.6175823,"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."}}