{"id":"W4413701410","doi":"10.64628/aai.phjjgfmns","title":"To provide eyes or not to provide eyes","year":2015,"lang":"en","type":"preprint","venue":"","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Optometry; Ophthalmology; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004906044,0.0005683015,0.0007594654,0.000721243,0.0006869606,0.0002225117,0.001579839,0.000774011,0.007699562],"category_scores_gemma":[0.01783939,0.0004348115,0.0001237368,0.0006403122,0.00007372441,0.0004328086,0.005217475,0.003101454,0.03520031],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002233507,"about_ca_system_score_gemma":0.01655322,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0165596,"about_ca_topic_score_gemma":0.005588187,"domain_scores_codex":[0.9927936,0.001424253,0.001262415,0.001443755,0.00160681,0.001469222],"domain_scores_gemma":[0.9924358,0.001348828,0.0004474499,0.002139285,0.001896899,0.001731707],"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":[0.002266467,0.0006281667,0.04246697,0.003024797,0.0001361753,0.00003076588,0.02937709,0.00006331068,0.0004810387,0.0009804631,0.8931279,0.0274169],"study_design_scores_gemma":[0.0005633939,0.0002824406,0.03658514,0.0006606797,0.00005537158,0.000004602243,0.02148813,0.00005654318,0.0005229704,0.001163461,0.9379032,0.0007140634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5572783,0.0001878556,0.00104394,0.1931784,0.01043126,0.02791269,0.0003558522,0.001089448,0.2085222],"genre_scores_gemma":[0.1003914,0.00008339053,0.01500517,0.03147104,0.002769945,0.009718325,0.0002298035,0.0002664468,0.8400645],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6315422,"threshold_uncertainty_score":0.9998103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2869044613879908,"score_gpt":0.604366900188053,"score_spread":0.3174624388000622,"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."}}