{"id":"W4391024696","doi":"10.15353/cjo.v48i2.4494","title":"Book Reviews","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":"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","bibliometrics","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.007055227,0.001313321,0.003510486,0.01867767,0.0009910207,0.001385859,0.003441779,0.0008181039,0.01987065],"category_scores_gemma":[0.005818208,0.001315805,0.002397907,0.01252298,0.0009158553,0.003073449,0.00007286228,0.004171521,0.001631534],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006139783,"about_ca_system_score_gemma":0.04277853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003050628,"about_ca_topic_score_gemma":0.007926152,"domain_scores_codex":[0.9869872,0.001298596,0.005421303,0.0007633894,0.002106233,0.003423287],"domain_scores_gemma":[0.9671038,0.00051998,0.005274514,0.001366111,0.006630418,0.01910518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000567586,0.00006396583,0.5075634,0.0001622914,0.0008392587,0.0180442,0.0005450065,0.0002035379,0.0007534571,0.000012306,0.4702165,0.001539392],"study_design_scores_gemma":[0.002537827,0.000354627,0.2754958,0.001817145,0.0006411863,0.03417025,0.0009050312,0.0000214302,0.002130074,0.000008256677,0.6807104,0.00120802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6372933,0.3395754,0.0007160891,0.005587235,0.007436784,0.0005078956,0.0007957074,0.000021802,0.008065809],"genre_scores_gemma":[0.9770014,0.003755826,0.005972185,0.005633894,0.002807709,0.000004547216,0.00003183594,0.0004566933,0.004335946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.339708,"threshold_uncertainty_score":0.9999618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02166858725461856,"score_gpt":0.3255041986316745,"score_spread":0.3038356113770559,"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."}}