{"id":"W4388123886","doi":"10.15353/cjo.v68i4.4610","title":"Guest Article - Knock, Knock, Eight Times","year":2021,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Gene knockin; Biology; Genetics","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004049711,0.0004048218,0.0008521873,0.004329826,0.001404634,0.00116322,0.001462108,0.0004389618,0.01011071],"category_scores_gemma":[0.004531986,0.0004182615,0.0005974979,0.005056303,0.0008047376,0.002350798,0.0000207086,0.0016656,0.0002203622],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001810193,"about_ca_system_score_gemma":0.03886661,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0142157,"about_ca_topic_score_gemma":0.03999648,"domain_scores_codex":[0.994329,0.0009131841,0.001532754,0.0003346457,0.001321062,0.001569356],"domain_scores_gemma":[0.985909,0.001149533,0.001585788,0.0003881104,0.003483535,0.007484064],"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":[0.00002957961,0.00007601139,0.9120855,0.00004223663,0.0004569872,0.002390008,0.007663013,0.00006864544,0.00009457356,0.0004103623,0.07551723,0.001165806],"study_design_scores_gemma":[0.0009618445,0.0001856239,0.42851,0.0004135313,0.0003036292,0.002505838,0.03065747,0.000007213116,0.0009281603,0.00008022533,0.5347894,0.0006570985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8975095,0.01715227,0.00009942883,0.04114193,0.007960965,0.0001421113,0.0001233182,0.000008592917,0.03586194],"genre_scores_gemma":[0.9857426,0.0004977551,0.002311456,0.00155332,0.004961405,0.00000145741,0.000009955387,0.00006400578,0.004858088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4835756,"threshold_uncertainty_score":0.9998954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0335312210941746,"score_gpt":0.3735447880737647,"score_spread":0.3400135669795901,"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."}}