{"id":"W7099010456","doi":"","title":"WORKING DRAFT MANUSCRIPT FOR COMMENTS Please do not reproduce nor quote without permission Choice of University Major in Canada","year":2006,"lang":"en","type":"article","venue":"","topic":"Plant Diversity and Evolution","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Earnings; Multinomial logistic regression; Field (mathematics); Construct (python library); Function (biology); Logit; Multinomial distribution","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004023827,0.0005574439,0.0007299678,0.002483757,0.004384176,0.005175638,0.00192933,0.001236247,0.2916854],"category_scores_gemma":[0.03711662,0.0004085092,0.0007353598,0.004176517,0.000802571,0.00158716,0.001548499,0.002153537,0.05645625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02183998,"about_ca_system_score_gemma":0.05176453,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8714142,"about_ca_topic_score_gemma":0.8550524,"domain_scores_codex":[0.9972676,0.0002905073,0.0001831564,0.0002832788,0.001460372,0.0005150565],"domain_scores_gemma":[0.9684435,0.002450512,0.0004629347,0.001070734,0.02624561,0.001326759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002931359,0.00001502675,0.001539177,0.0001748348,0.00001062918,0.0001171147,0.001355214,0.0001250752,0.00009491945,0.005293703,0.9713058,0.01993919],"study_design_scores_gemma":[0.00003386572,0.000008289248,0.006286969,0.0003711617,0.00001422265,0.00003839103,0.002437346,0.0001362578,0.0001814203,0.0007085336,0.9897463,0.00003721401],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01639965,0.00652429,0.005153068,0.184125,0.03469554,0.004278861,0.1716853,0.001145316,0.575993],"genre_scores_gemma":[0.08551574,0.005878257,0.006066042,0.016754,0.002226736,0.001204393,0.02368208,0.001384837,0.8572879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2916854,"threshold_uncertainty_score":0.9757848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03164032482227554,"score_gpt":0.1931776644478567,"score_spread":0.1615373396255811,"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."}}