{"id":"W4311569816","doi":"10.32920/21737366","title":"On beginning to become dietitians","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Dietetics, Nutrition, and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Toronto Metropolitan University; University of Prince Edward Island","funders":"","keywords":"Socialization; Identity (music); Psychological resilience; Psychology; Process (computing); Nursing; Medical education; Medicine; Social psychology; Aesthetics","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":[0.00611607,0.0002978306,0.0003502367,0.0005595448,0.01084207,0.005686292,0.001108714,0.003997725,0.009195831],"category_scores_gemma":[0.01435927,0.000489413,0.0002805596,0.0004661857,0.006764947,0.006470705,0.006789016,0.007207649,0.002942034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002692303,"about_ca_system_score_gemma":0.006454453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004705694,"about_ca_topic_score_gemma":0.01246942,"domain_scores_codex":[0.9940684,0.003687277,0.0000847941,0.0002876711,0.0008323699,0.001039457],"domain_scores_gemma":[0.9904448,0.002753019,0.0005719004,0.000236447,0.001149145,0.00484458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001007402,0.0005830178,0.008587481,0.0003864112,0.00000929962,0.003976849,0.7791061,0.00006480351,0.001341842,0.02322607,0.08760448,0.09501293],"study_design_scores_gemma":[0.00001745626,0.0001822825,0.004375746,0.0005860568,0.00000684563,0.001486917,0.5639014,0.00005217747,0.0004011185,0.004764515,0.4241928,0.00003262185],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4797254,0.01304429,0.004241603,0.2957749,0.006022785,0.0002673824,0.00008185875,0.0001860628,0.2006557],"genre_scores_gemma":[0.8182726,0.01807685,0.006643692,0.06247966,0.0008930793,0.0002613754,0.0001257321,0.0001374758,0.0931097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084207,"threshold_uncertainty_score":0.03234529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1255774034951841,"score_gpt":0.4800459313779689,"score_spread":0.3544685278827848,"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."}}