{"id":"W2943935320","doi":"10.15353/cjo.71.648","title":"One Step Forward","year":2009,"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":"Computer 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005336065,0.0003856632,0.0009082138,0.007037518,0.001256189,0.0009535549,0.001926599,0.0004581845,0.003205105],"category_scores_gemma":[0.003198158,0.0004165124,0.0006021532,0.004195436,0.0006527827,0.002439745,0.000008444948,0.001764546,0.00009385109],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163767,"about_ca_system_score_gemma":0.02769968,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01489993,"about_ca_topic_score_gemma":0.02283434,"domain_scores_codex":[0.9944303,0.0006123169,0.001568711,0.0002775536,0.001512769,0.001598326],"domain_scores_gemma":[0.9860184,0.0007864371,0.002008564,0.0003275553,0.002595557,0.008263525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007674367,0.0001032296,0.9257295,0.0000407258,0.0004993594,0.0008600084,0.009865665,0.00009723023,0.00004124469,0.0007620785,0.05047509,0.01144909],"study_design_scores_gemma":[0.0009934966,0.0005122678,0.7346333,0.0004372917,0.0002798549,0.0008012895,0.0190402,0.000005066283,0.00008903952,0.0001337825,0.2424554,0.0006190259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8855444,0.009238348,0.0005672184,0.06574172,0.004568182,0.0002408565,0.00008395422,0.00001011866,0.03400524],"genre_scores_gemma":[0.9874881,0.0003961431,0.004806588,0.002716427,0.003254698,8.22092e-7,0.000004829821,0.00004517569,0.001287225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1919803,"threshold_uncertainty_score":0.9998287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04464104516420112,"score_gpt":0.3835611502059509,"score_spread":0.3389201050417498,"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."}}