{"id":"W4372047450","doi":"10.2196/34232","title":"Biofeedback and Digitalized Motivational Interviewing to Increase Daily Physical Activity: Series of Factorial N-of-1 Randomized Controlled Trials Piloting the Precious App","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Physical Activity and Health","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Yrjö Jahnssonin Säätiö; KAUTE-Säätiö; Helsingin Yliopisto","keywords":"Motivational interviewing; Randomized controlled trial; Factorial experiment; Psychology; Biofeedback; Physical therapy; Applied psychology; Medicine; Computer science; Machine learning; Internal 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":[0.009580881,0.002908698,0.005338081,0.001057729,0.001325873,0.001604454,0.001376394,0.002996596,0.007843548],"category_scores_gemma":[0.00967123,0.001669917,0.003777482,0.0009042679,0.001707113,0.001855532,0.001205762,0.002501661,0.001081923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001414518,"about_ca_system_score_gemma":0.002256166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001765351,"about_ca_topic_score_gemma":0.002634691,"domain_scores_codex":[0.9945749,0.002612539,0.0007537154,0.000927865,0.0005566583,0.0005743679],"domain_scores_gemma":[0.9945474,0.002165976,0.001293709,0.0006529759,0.0007584051,0.0005816019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9022647,0.05715165,0.0007989387,0.003190687,0.002822595,0.00004706374,0.000273063,0.0006840013,0.003553362,0.0002360361,0.0009038663,0.02807408],"study_design_scores_gemma":[0.7736126,0.2191691,0.002869615,0.000170127,0.001205587,0.00001783672,0.00004782854,0.0005790278,0.0008002828,0.0003246986,0.001167899,0.00003527792],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7268174,0.003988228,0.007231636,0.0005515165,0.001505549,0.2542521,0.002040478,0.0006421854,0.002970809],"genre_scores_gemma":[0.5581489,0.002178614,0.01905877,0.0007618828,0.0006125036,0.4154015,0.0008044861,0.00006134802,0.002972085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009580881,"threshold_uncertainty_score":0.05066913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1836022256582129,"score_gpt":0.4709482341969776,"score_spread":0.2873460085387648,"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."}}