{"id":"W4281800588","doi":"10.1145/3532106.3533476","title":"Ride With Me: Exploring Group Road Cycling Through Contextual Design","year":2022,"lang":"en","type":"article","venue":"Designing Interactive Systems Conference","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cycling; Bike sharing; Work (physics); Applied psychology; Psychology; Computer science; Transport engineering; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001176708,0.0004817597,0.0005735196,0.0004762943,0.0009963198,0.0005494574,0.001691687,0.00008762186,0.0000753248],"category_scores_gemma":[0.000211281,0.0004648871,0.00008356514,0.0009393095,0.0001610723,0.003752538,0.0006881764,0.001410449,0.00008430334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007394238,"about_ca_system_score_gemma":0.0002060594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005401917,"about_ca_topic_score_gemma":0.00001388561,"domain_scores_codex":[0.9954924,0.001243246,0.0007153804,0.001132516,0.0007370618,0.0006794261],"domain_scores_gemma":[0.9967764,0.0008251631,0.0008248166,0.0008475194,0.0006551628,0.00007091395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001072345,0.0005776791,0.0009746909,0.0001060754,0.001046404,0.001030835,0.05076383,0.01971912,0.3006868,0.6025185,0.001828621,0.01967503],"study_design_scores_gemma":[0.005393523,0.008143849,0.001377997,0.002417649,0.0001444177,0.004286657,0.1120269,0.5654748,0.2774153,0.006951596,0.0118825,0.004484809],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04241254,0.0000785537,0.9500566,0.0001689645,0.002734598,0.0009038263,0.00000633517,0.0007315747,0.00290699],"genre_scores_gemma":[0.9623856,0.000004053142,0.03511292,0.0001707927,0.000100229,0.001848544,0.0000095622,0.00004871362,0.0003195774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9199731,"threshold_uncertainty_score":0.9997803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1287658212731429,"score_gpt":0.2885322167981422,"score_spread":0.1597663955249992,"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."}}