{"id":"W3082579395","doi":"10.3167/trans.2019.090308","title":"Exploring Cycling Practices in Central Mexico through a Local Repair Shop","year":2019,"lang":"en","type":"article","venue":"Transfers","topic":"Multidisciplinary Research Papers Compilation","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Cycling; Geography; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0009173518,0.00009880689,0.0001477827,0.00007608128,0.0001825732,0.00004759472,0.0002136899,0.00006661874,0.0003166839],"category_scores_gemma":[0.000177714,0.0001015864,0.00008096173,0.0005045977,0.0001592012,0.001718249,0.00001929315,0.0002861202,0.00009761035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002482627,"about_ca_system_score_gemma":0.0002125936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003220111,"about_ca_topic_score_gemma":0.006374178,"domain_scores_codex":[0.9979833,0.000336621,0.0002118697,0.0003141166,0.0005597557,0.0005943241],"domain_scores_gemma":[0.9992892,0.0003467515,0.0000416187,0.0001668187,0.00003903003,0.0001165649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006039622,0.0003192189,0.5781365,0.0001493672,0.00006791169,0.00007182813,0.3592823,0.01453365,0.005403619,0.02714121,0.00007409435,0.01421629],"study_design_scores_gemma":[0.004991819,0.0007943468,0.4410746,0.0006639372,0.00005809318,0.000004212293,0.4566045,0.05143782,0.004091086,0.001935439,0.03684396,0.001500208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429902,0.00004350722,0.0008615892,0.002174053,0.0002880616,0.0005363668,0.000001994142,0.0001592951,0.05294491],"genre_scores_gemma":[0.9986333,0.0003633063,0.0005839678,0.0000340488,0.00008785001,0.00003461228,0.000004028581,0.0000133039,0.0002455605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.137062,"threshold_uncertainty_score":0.4867866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2720543576617989,"score_gpt":0.4160191480406468,"score_spread":0.1439647903788479,"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."}}