{"id":"W2163362406","doi":"10.3233/xst-2008-00202","title":"Human cognitive in X-ray diagnosis","year":2008,"lang":"en","type":"article","venue":"Journal of X-Ray Science and Technology","topic":"Radiology practices and education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Ottawa","funders":"","keywords":"Cognition; Psychology; Neuroscience","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":[0.000704228,0.00005320432,0.0001906163,0.0008866959,0.0001566302,0.000006975536,0.0001131593,0.00009008724,0.00002155119],"category_scores_gemma":[0.00117594,0.00003968983,0.00001733138,0.0009173881,0.001137325,0.0003080451,0.00002333746,0.0003337836,0.000004492379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005068647,"about_ca_system_score_gemma":0.0003161225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009926415,"about_ca_topic_score_gemma":0.000003807058,"domain_scores_codex":[0.9992967,0.0000139487,0.0002233637,0.0001197738,0.0001796402,0.0001665818],"domain_scores_gemma":[0.9992247,0.00006758095,0.000195473,0.00007706051,0.0003668821,0.00006826488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002852081,0.0002486489,0.9731381,0.000006123125,0.00001525098,0.0003095122,0.0005947418,0.000001839001,0.01113883,0.0005808254,0.0006415498,0.01329606],"study_design_scores_gemma":[0.001135614,0.001467768,0.9837091,0.0001096913,0.00004375781,0.003240151,0.002844599,0.00002173637,0.003487758,0.0006746019,0.00319229,0.00007290978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873506,0.0008226314,0.00001304774,0.01110868,0.0001402911,0.00006863417,1.810355e-7,0.00000759419,0.0004882752],"genre_scores_gemma":[0.9981971,0.0008166507,0.0005534086,0.0002991467,0.00006731657,0.000003929294,1.281091e-7,0.000002565413,0.0000598028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01322315,"threshold_uncertainty_score":0.419052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03277200332542148,"score_gpt":0.339231178866877,"score_spread":0.3064591755414555,"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."}}