{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003766818,0.0004567161,0.0005370094,0.0006825546,0.001679074,0.003980443,0.0009227001,0.004018234,0.1585941],"category_scores_gemma":[0.03660358,0.0003177538,0.0008744514,0.000880485,0.00111278,0.005181622,0.002558634,0.002602504,0.05220417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178243,"about_ca_system_score_gemma":0.0030554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003676987,"about_ca_topic_score_gemma":0.004635153,"domain_scores_codex":[0.9964076,0.001043269,0.0001507191,0.0004437765,0.001146678,0.0008079152],"domain_scores_gemma":[0.9911908,0.002777768,0.0006688971,0.002365614,0.001838149,0.001158748],"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":[0.0006276476,0.0003414555,0.003674522,0.0006760511,0.00005206898,0.0002184336,0.001063423,0.0003641462,0.003722187,0.1398691,0.6295615,0.2198294],"study_design_scores_gemma":[0.0001621921,0.0001070804,0.007205553,0.0005605065,0.00004761319,0.0008651158,0.002768916,0.002751147,0.006079607,0.1608747,0.8184815,0.0000960438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.03782054,0.002591529,0.04133628,0.1370774,0.01662352,0.0004058312,0.01114134,0.003337964,0.7496656],"genre_scores_gemma":[0.4306486,0.003290117,0.05388347,0.0329347,0.003183221,0.0006662681,0.005661655,0.003818769,0.4659133],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1585941,"threshold_uncertainty_score":0.5305501,"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."}}