{"id":"W1997608907","doi":"10.1080/15459624.2012.683747","title":"Case Study","year":2012,"lang":"en","type":"article","venue":"Journal of Occupational and Environmental Hygiene","topic":"Effects of Vibration on Health","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Workplace Safety & Insurance Board","funders":"","keywords":"Column (typography); Medical education; Center (category theory); Psychology; Library science; Computer science; Art; Medicine; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003078988,0.00006443755,0.0001363018,0.00007619493,0.00006260345,0.000005362896,0.00001785587,0.00002325928,0.0001557519],"category_scores_gemma":[0.00002340394,0.00004797179,0.00003710726,0.00003267058,0.00003307604,0.000255588,0.00001859243,0.0001034833,0.00001021612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006362915,"about_ca_system_score_gemma":0.00002368696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007089115,"about_ca_topic_score_gemma":7.096289e-7,"domain_scores_codex":[0.9992964,0.00003550604,0.0002518993,0.00005023432,0.0002646135,0.0001013913],"domain_scores_gemma":[0.9995187,0.00005595372,0.0001338948,0.00005768915,0.00001097322,0.0002227982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002653507,0.001269236,0.9897109,0.00001276647,0.00003861217,0.0006978557,0.0005503932,0.000008235146,0.001647859,0.00001367558,0.0001661072,0.00561899],"study_design_scores_gemma":[0.001472843,0.001350017,0.9530138,0.00001131677,0.00006223467,0.04094176,0.002176693,0.00004780374,0.0004328851,0.00000533081,0.0004351214,0.00005021667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990153,0.0004053341,0.0001132242,0.0001272117,0.0001163592,0.0001370454,0.000004382837,0.000002800103,0.00007829499],"genre_scores_gemma":[0.9980755,0.00003615265,0.001246295,0.0002531557,0.0003148481,0.000001676075,0.000004248879,0.000006160781,0.00006197723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04024391,"threshold_uncertainty_score":0.1956233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0438717040041847,"score_gpt":0.3425095712444223,"score_spread":0.2986378672402376,"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."}}