{"id":"W1845734772","doi":"10.36834/cmej.36596","title":"CanMEDs and the discourse of nature: on petals, beauty and the symmetry of flowers","year":2012,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Petal; Beauty; Symmetry (geometry); Biology; Computer science; Aesthetics; Botany; Mathematics; Art; Geometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005170485,0.0002975137,0.0004025241,0.001373406,0.01192536,0.01035326,0.0008242708,0.003791076,0.01135433],"category_scores_gemma":[0.01056791,0.0002053937,0.000212768,0.002110045,0.03428638,0.009558406,0.003665987,0.003597325,0.0004760331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00913764,"about_ca_system_score_gemma":0.00541776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08556782,"about_ca_topic_score_gemma":0.117896,"domain_scores_codex":[0.9964478,0.002499086,0.00006420984,0.0002118168,0.0004279584,0.0003490577],"domain_scores_gemma":[0.9937387,0.004593508,0.0003442671,0.0003581744,0.0005325466,0.0004329615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006784346,0.000009614855,0.000574213,0.00008755014,0.000004324811,0.0001294708,0.1272931,0.00003742814,0.0001246484,0.8456537,0.016511,0.009507195],"study_design_scores_gemma":[0.00003262725,0.00002572736,0.003552379,0.0009465172,0.00001446145,0.0002441419,0.2518045,0.0002354873,0.000226115,0.2178553,0.5250185,0.00004428026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07170282,0.02380274,0.001222422,0.1938422,0.001403097,0.00001470519,0.0001037407,0.00001785791,0.7078905],"genre_scores_gemma":[0.9744303,0.003377153,0.0002941514,0.007012181,0.0003899103,0.00001046406,0.00002277288,0.00002763959,0.01443549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08556782,"threshold_uncertainty_score":0.1701396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00397215617141476,"score_gpt":0.2288194434869775,"score_spread":0.2248472873155628,"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."}}