{"id":"W4281664057","doi":"10.2196/36666","title":"Investigating Microtemporal Processes Underlying Health Behavior Adoption and Maintenance: Protocol for an Intensive Longitudinal Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Physical Activity and Health","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Observational study; Protocol (science); Psychology; Medicine; Applied psychology; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03213328,0.003188482,0.003886701,0.0021291,0.005063555,0.001940761,0.002251941,0.003599021,0.02938161],"category_scores_gemma":[0.03169596,0.00253846,0.003117041,0.003149656,0.001989267,0.001541969,0.00250598,0.005671242,0.006269287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004109639,"about_ca_system_score_gemma":0.01601419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007039742,"about_ca_topic_score_gemma":0.009868587,"domain_scores_codex":[0.9853234,0.008233077,0.002166518,0.00158828,0.001451656,0.001237007],"domain_scores_gemma":[0.9724708,0.00661957,0.003750052,0.006076681,0.0090505,0.002032497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3634866,0.1046409,0.03563782,0.0217746,0.002836709,0.001423386,0.006725653,0.01817521,0.01206475,0.01366502,0.139072,0.2804974],"study_design_scores_gemma":[0.3999297,0.1178625,0.1540344,0.008244631,0.001741354,0.0003463477,0.003542715,0.01761588,0.008064076,0.01662922,0.2709502,0.001039007],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005279304,0.0001011059,0.0047908,0.0001331302,0.0001987814,0.9862239,0.002379668,0.0001073188,0.0007859386],"genre_scores_gemma":[0.00137367,0.00002110681,0.002227025,0.00004895037,0.00001247328,0.9959874,0.0001781265,0.000002727752,0.0001485843],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03213328,"threshold_uncertainty_score":0.169939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.85756277583758,"score_gpt":0.6701202422221246,"score_spread":0.1874425336154554,"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."}}