{"id":"W4396915008","doi":"10.31219/osf.io/s5jxh","title":"The Scarborough Survey: An interdisciplinary hybrid instrument to explore suburban challenges in Canada","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Survey instrument; Survey research; Medical education; Psychology; Medicine; Applied psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001631917,0.0004168649,0.0004297503,0.003403129,0.005597014,0.002515663,0.001649376,0.0004845345,0.008087206],"category_scores_gemma":[0.004109705,0.0004448968,0.0005435588,0.008833972,0.0007939303,0.0009135433,0.002872853,0.0007828884,0.001148822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0493679,"about_ca_system_score_gemma":0.1124525,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9962531,"about_ca_topic_score_gemma":0.9987015,"domain_scores_codex":[0.9979305,0.0002530471,0.000106363,0.0002300641,0.0008629991,0.0006170494],"domain_scores_gemma":[0.9950107,0.0003050333,0.0003124874,0.0001625114,0.0032407,0.0009686165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002102744,0.0003094983,0.7206455,0.000607615,0.0001255641,0.0006225634,0.03106063,0.00171245,0.001846064,0.004243026,0.1058147,0.1328023],"study_design_scores_gemma":[0.00002464907,0.00007106387,0.8553486,0.0002903216,0.00003652707,0.00008864172,0.04073753,0.00206588,0.0005345823,0.0004110562,0.1002871,0.0001040222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8242717,0.00124944,0.006631077,0.00303406,0.0001140287,0.004668416,0.09516884,0.0004459245,0.06441647],"genre_scores_gemma":[0.8937304,0.00196536,0.02259783,0.001282805,0.00003258153,0.004608651,0.03642149,0.0002462191,0.03911462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0493679,"threshold_uncertainty_score":0.3581909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.134955502034587,"score_gpt":0.3577097737163307,"score_spread":0.2227542716817437,"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."}}