{"id":"W2767555125","doi":"10.1177/2165079917738264","title":"Fitbit Activity Trackers Interrupt Workplace Sedentary Behavior: A New Application","year":2017,"lang":"en","type":"article","venue":"Workplace Health & Safety","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Sitting; Sedentary behavior; Activity tracker; Physical therapy; Physical activity; Psychology; Physical medicine and rehabilitation; Medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007339176,0.0003646503,0.0004863366,0.000101554,0.001023304,0.0001107131,0.0007919933,0.0002792185,0.0008166105],"category_scores_gemma":[0.00003389858,0.0003962122,0.0002416974,0.0001275923,0.0001642389,0.0002880266,0.0001811067,0.0007237764,0.0008515836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004446818,"about_ca_system_score_gemma":0.000337291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01135995,"about_ca_topic_score_gemma":0.008839696,"domain_scores_codex":[0.997316,0.0001885353,0.0005671507,0.000849564,0.0002187629,0.0008599932],"domain_scores_gemma":[0.9967936,0.0001133978,0.000703231,0.00178109,0.00003333749,0.0005752869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001550691,0.0005550331,0.03629251,0.00007972257,0.0001007739,0.000008463848,0.002272389,0.00003293425,0.00005036945,0.002901418,0.06602947,0.8901262],"study_design_scores_gemma":[0.002540422,0.0002109375,0.7785631,0.0001040035,0.0000501022,0.00001570999,0.0008285221,0.00009368892,0.000007527453,0.0003495394,0.2167415,0.0004949252],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7582327,0.00287753,0.02527814,0.1090721,0.006985907,0.005506546,0.0001996311,0.0006330326,0.09121446],"genre_scores_gemma":[0.9816122,0.0004884777,0.0006825004,0.002095551,0.0003946175,0.0002653972,0.00008406451,0.00008251498,0.01429466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8896313,"threshold_uncertainty_score":0.9999264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02702662514699417,"score_gpt":0.3680044330424806,"score_spread":0.3409778078954865,"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."}}