{"id":"W4391023952","doi":"10.15353/cjo.v48i1.4467","title":"CAO Communiqué","year":2021,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Materials science","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","bibliometrics","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005862011,0.001246588,0.00282953,0.02000052,0.001517555,0.001591405,0.004354924,0.0008993105,0.008445781],"category_scores_gemma":[0.003920053,0.001321332,0.001864712,0.01308795,0.001191747,0.002512065,0.0001083617,0.005176115,0.0007353638],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006647674,"about_ca_system_score_gemma":0.05071256,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01359915,"about_ca_topic_score_gemma":0.03404939,"domain_scores_codex":[0.9879512,0.001298751,0.004301042,0.0006315882,0.002308322,0.003509158],"domain_scores_gemma":[0.9667566,0.000776593,0.004033861,0.001576669,0.008588699,0.01826762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009226477,0.0001039311,0.8670593,0.0001121824,0.001482043,0.02632205,0.00123798,0.0006518565,0.001177072,0.00003707082,0.1004986,0.001225702],"study_design_scores_gemma":[0.004744055,0.0006268077,0.7863919,0.001631774,0.0008256147,0.06116807,0.005433264,0.00008493911,0.004217594,0.00003042023,0.1330363,0.001809277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577695,0.02273699,0.0005430543,0.004122252,0.0054605,0.0002657201,0.000991354,0.00002303847,0.008087665],"genre_scores_gemma":[0.9872041,0.0003407711,0.007399162,0.001547683,0.001767712,0.000002636827,0.00004189049,0.0004714962,0.001224547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08066737,"threshold_uncertainty_score":0.9997823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01932909066531668,"score_gpt":0.3189026455998563,"score_spread":0.2995735549345396,"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."}}