{"id":"W2883671729","doi":"10.1016/j.jmir.2018.06.004","title":"How We Found Purpose, Passion, and Happiness in Our Profession","year":2018,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"","keywords":"Passion; Happiness; Organizational culture; Medical education; Psychology; Medicine; Political science; Public relations; Social psychology","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":[0.008027916,0.0004460264,0.0006250005,0.002243046,0.01891143,0.01519946,0.0009540934,0.002586974,0.007353724],"category_scores_gemma":[0.02055772,0.0004999138,0.0009697506,0.001235968,0.02065529,0.007590664,0.01024866,0.009301111,0.001577906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005061566,"about_ca_system_score_gemma":0.01010969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01524723,"about_ca_topic_score_gemma":0.02373123,"domain_scores_codex":[0.990411,0.004929235,0.000260927,0.0005805165,0.001966294,0.001852005],"domain_scores_gemma":[0.9850094,0.002686071,0.001350603,0.001022541,0.003334464,0.006596914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000171494,0.0002594321,0.0626125,0.0002145673,0.0001661617,0.0008662529,0.7139899,0.0002100713,0.002008967,0.06714588,0.06069,0.0916649],"study_design_scores_gemma":[0.00002022436,0.000116388,0.02750409,0.0005040722,0.00007751967,0.0007081714,0.6827337,0.0002620747,0.0007786069,0.02415647,0.2629528,0.0001857991],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6392605,0.007294963,0.01075382,0.1219759,0.007388542,0.000126143,0.0002175265,0.0002351152,0.2127475],"genre_scores_gemma":[0.9714195,0.001018884,0.001490072,0.006457461,0.0002482857,0.00003349441,0.0000458023,0.0001320828,0.01915454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01891143,"threshold_uncertainty_score":0.04245615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02610346784500752,"score_gpt":0.3668401304422939,"score_spread":0.3407366625972864,"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."}}