{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004380828,0.000764378,0.000327162,0.00116141,0.002180045,0.004348693,0.001355025,0.001186442,0.003288552],"category_scores_gemma":[0.007683451,0.0003979939,0.0005390759,0.00067458,0.004387551,0.00282572,0.003468981,0.0009406315,0.0003196284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143185,"about_ca_system_score_gemma":0.001529085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002884527,"about_ca_topic_score_gemma":0.008391481,"domain_scores_codex":[0.9954305,0.003618316,0.0000871189,0.0004064269,0.0001876527,0.0002700351],"domain_scores_gemma":[0.9940194,0.004198051,0.0002865628,0.0007563921,0.0002977436,0.0004418476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005748039,0.001212204,0.03538637,0.002281053,0.0001535532,0.001616996,0.7441769,0.005959242,0.01760446,0.0405624,0.003757874,0.146714],"study_design_scores_gemma":[0.000377168,0.003754927,0.03461475,0.001509262,0.0005609544,0.001728808,0.6654019,0.02166296,0.01448597,0.04580743,0.2098696,0.0002262484],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8188052,0.0008178517,0.1467457,0.001619079,0.00009734016,0.001300735,0.0002903561,0.0004717469,0.02985204],"genre_scores_gemma":[0.9279615,0.000291193,0.06869962,0.0001792967,0.00001344691,0.0006006756,0.0001273263,0.00007932536,0.002047603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004380828,"threshold_uncertainty_score":0.02316827,"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."}}