{"id":"W4395072831","doi":"10.2139/ssrn.4778848","title":"Motivating Runners in Real Time: A Field Experiment","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Field (mathematics); Computer science; Environmental science; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006070875,0.002857724,0.00212401,0.0009608388,0.003366563,0.002681929,0.004001061,0.004689336,0.01904385],"category_scores_gemma":[0.01166794,0.001799061,0.0009052598,0.000680315,0.001877863,0.002227232,0.002335064,0.00368664,0.003934903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006848109,"about_ca_system_score_gemma":0.002511845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002474816,"about_ca_topic_score_gemma":0.0037996,"domain_scores_codex":[0.9972958,0.0008627862,0.0001745604,0.0008009602,0.0002474491,0.0006184765],"domain_scores_gemma":[0.9832502,0.007718619,0.001043332,0.001556447,0.0008814792,0.005549935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.09592278,0.8149554,0.008339899,0.0009585359,0.000336456,0.0003752034,0.009862728,0.00282967,0.03942884,0.001127095,0.002670369,0.023193],"study_design_scores_gemma":[0.08161393,0.8069413,0.06386423,0.000311609,0.0008808415,0.0001939617,0.008344627,0.01038814,0.01439583,0.005236664,0.007395727,0.0004332374],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956048,0.00002285124,0.0008334286,0.00009522312,0.00009054023,0.001684019,0.0001887146,0.0000793094,0.00140114],"genre_scores_gemma":[0.9637259,0.0001438826,0.01252171,0.0006280476,0.0002377037,0.009479697,0.000804691,0.0001055935,0.01235267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01904385,"threshold_uncertainty_score":0.06370807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02916356158920645,"score_gpt":0.4002033253133683,"score_spread":0.3710397637241618,"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."}}