{"id":"W3126346939","doi":"10.1177/1363459320988886","title":"The piety of optimization: The rhetoric of health awareness in ParticipACTION and Fitbit","year":2021,"lang":"en","type":"article","venue":"Health An Interdisciplinary Journal for the Social Study of Health Illness and Medicine","topic":"Rhetoric and Communication Studies","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Piety; Rhetoric; Sociology; Rhetorical question; Public relations; Power (physics); Public health; Corporation; Set (abstract data type); Aesthetics; Medicine; Political science; Computer science; Nursing; Law; Philosophy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004071884,0.0001103149,0.0006091159,0.00004503251,0.01180712,0.00002062352,0.0001732157,0.00002065727,0.00001494579],"category_scores_gemma":[0.00006195558,0.00005294173,0.00004810704,0.0001224969,0.0005564436,0.00008004263,0.0001537595,0.000233531,2.222062e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007700782,"about_ca_system_score_gemma":0.0003607968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001871644,"about_ca_topic_score_gemma":0.007342321,"domain_scores_codex":[0.9973622,0.000781487,0.00122185,0.0001182023,0.0002664379,0.0002498346],"domain_scores_gemma":[0.9976068,0.0006098023,0.001182284,0.0001861281,0.0003380298,0.00007702501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002104911,0.0004205819,0.001277941,0.0003960518,0.00009431041,2.040195e-7,0.8669677,0.0001484168,1.59961e-7,0.01338319,0.002239463,0.1148615],"study_design_scores_gemma":[0.001311271,0.002478555,0.01746879,0.0002889599,0.00002836794,0.000009446817,0.9677751,0.0005757307,3.560305e-7,0.001677454,0.008328108,0.000057841],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5196772,0.11919,0.00244601,0.3532604,0.003116178,0.002008695,0.00002872808,0.00001283805,0.0002599517],"genre_scores_gemma":[0.986769,0.01241852,0.00001129176,0.0003133611,0.0003165104,0.00005337354,0.000003256159,0.000008636473,0.000106089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4670917,"threshold_uncertainty_score":0.9894794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1491158448416966,"score_gpt":0.4557788262120075,"score_spread":0.3066629813703109,"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."}}