{"id":"W4401580197","doi":"10.33424/futurum521","title":"How should we interact with strangers on the bus?","year":2024,"lang":"en","type":"article","venue":"","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Social Sciences and Humanities Research Council; University of British Columbia","funders":"","keywords":"Computer science; Psychology; Business","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":[0.005074531,0.0006372104,0.0007087367,0.001030681,0.01211161,0.01185662,0.001536379,0.005203981,0.008958011],"category_scores_gemma":[0.0237218,0.0004791538,0.0006446307,0.0006396284,0.01807933,0.01337779,0.00446683,0.007287228,0.006770988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002220547,"about_ca_system_score_gemma":0.002871425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01618064,"about_ca_topic_score_gemma":0.01809358,"domain_scores_codex":[0.9900855,0.006877029,0.0002019356,0.000723215,0.001277352,0.0008349397],"domain_scores_gemma":[0.9881491,0.002014877,0.001296188,0.0006723537,0.002698014,0.005169397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001146643,0.0002761084,0.04593811,0.0005982635,0.0002262239,0.002025951,0.4855275,0.0004175248,0.001913852,0.09329926,0.2411406,0.1285218],"study_design_scores_gemma":[0.00001898138,0.0001295141,0.008387362,0.0005921346,0.00006575647,0.00158209,0.396553,0.0003658156,0.0004418977,0.05700107,0.5347127,0.000149684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1193928,0.01270489,0.0177503,0.6093097,0.008456285,0.000179589,0.0002657037,0.0004382597,0.2315023],"genre_scores_gemma":[0.845028,0.01392956,0.0083031,0.07684504,0.001986952,0.0001989359,0.0003106845,0.0004095552,0.05298802],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01618064,"threshold_uncertainty_score":0.03217292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03515770527476646,"score_gpt":0.2357921039325664,"score_spread":0.2006343986577999,"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."}}