{"id":"W2159134151","doi":"10.1016/j.jmir.2009.09.003","title":"Research: The Perspective of a Recent MRT Graduate","year":2009,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Roentgen; Perspective (graphical); Radiation oncology; Medical education; Medicine; Library science; Medical physics; Nuclear medicine; Radiology; Computer science; Radiation therapy; Artificial intelligence","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":[0.01637027,0.0008577274,0.0009806182,0.001638577,0.01984318,0.0181103,0.003660636,0.04690792,0.01621161],"category_scores_gemma":[0.01680523,0.000539446,0.001480558,0.001138144,0.01388496,0.01083592,0.01170054,0.05529018,0.004101957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01127467,"about_ca_system_score_gemma":0.02477858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01085283,"about_ca_topic_score_gemma":0.03621691,"domain_scores_codex":[0.9920253,0.002471036,0.0004183629,0.001206105,0.001307134,0.002572098],"domain_scores_gemma":[0.9597077,0.003007866,0.001101971,0.0005417009,0.005235854,0.03040495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002062404,0.0008418416,0.004483123,0.0003762346,0.00005497296,0.008167676,0.008234092,0.0002183651,0.001745347,0.04450721,0.8994772,0.03168769],"study_design_scores_gemma":[0.00008537851,0.0005331599,0.002503009,0.000649759,0.00003803575,0.004289504,0.02916397,0.0001750761,0.0005135512,0.01429837,0.9476452,0.0001049739],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001406305,0.003485257,0.000131051,0.9852152,0.007593487,0.000007246394,0.0000179653,0.000007132356,0.002136298],"genre_scores_gemma":[0.0297853,0.01459494,0.0009230537,0.9113569,0.02016155,0.00003230009,0.00004688427,0.0000394196,0.02305965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04690792,"threshold_uncertainty_score":0.08657527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4111196854971617,"score_gpt":0.6276394786972763,"score_spread":0.2165197932001146,"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."}}