{"id":"W6903426197","doi":"10.11575/prism/39727","title":"The Effect of the COVID-19 Pandemic on Transit Mode Choice in Calgary, Alberta","year":2022,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multinomial logistic regression; Public transport; Attractiveness; Transit (satellite); Mode choice; Revenue; Mixed logit; Preference; Service (business)","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":[0.0007169949,0.0001868192,0.0002066819,0.0004033891,0.001311327,0.001286803,0.0008782211,0.0003101314,0.002327363],"category_scores_gemma":[0.001546059,0.0001501745,0.0003141602,0.000824166,0.0008243808,0.0002368562,0.0005725559,0.0004794172,0.000210119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01580843,"about_ca_system_score_gemma":0.01330401,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9813815,"about_ca_topic_score_gemma":0.9901459,"domain_scores_codex":[0.999449,0.0001093282,0.00001362759,0.00005194971,0.0001775673,0.0001986402],"domain_scores_gemma":[0.9989215,0.000249998,0.0001038693,0.00003507226,0.0003531652,0.0003363907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008381226,0.0006906989,0.9668437,0.00004050305,0.00006435765,0.0005206148,0.006222835,0.001762973,0.001407361,0.0009682641,0.002950934,0.01768955],"study_design_scores_gemma":[0.00001907505,0.0001572508,0.9827846,0.00002064544,0.00001587641,0.00003326814,0.01351123,0.001985506,0.0001324498,0.0001094186,0.00121404,0.0000166749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979293,0.0000326494,0.00003292777,0.00008447648,0.000003608458,0.00001262901,0.0001208117,0.000001746634,0.001781896],"genre_scores_gemma":[0.9972512,0.00008474899,0.00008535677,0.00004317333,0.000001533311,0.00000800116,0.0001703667,0.000001929464,0.00235367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01861846,"threshold_uncertainty_score":0.1146988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03531229122572021,"score_gpt":0.3451854310612454,"score_spread":0.3098731398355252,"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."}}