{"id":"W4405910954","doi":"10.2196/64747","title":"An App-Based Intervention With Behavioral Support to Promote Brisk Walking in People Diagnosed With Breast, Prostate, or Colorectal Cancer (APPROACH): Process Evaluation Study","year":2024,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Intervention (counseling); Prostate cancer; Prostate; Medicine; Process (computing); Cancer; Psychology; Physical therapy; Multimedia; Computer science; World Wide Web; Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004755246,0.0003080663,0.0004089056,0.0002837384,0.00006221658,0.0001275721,0.0001173851,0.00008163054,0.0005730092],"category_scores_gemma":[0.000005293407,0.0002095556,0.00005915662,0.001351,0.00004023319,0.0003456695,0.0000197526,0.0003029936,0.000003165593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00100146,"about_ca_system_score_gemma":0.001537806,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02444091,"about_ca_topic_score_gemma":0.4808563,"domain_scores_codex":[0.9974895,0.0001112647,0.0003256183,0.000787318,0.0008888183,0.000397462],"domain_scores_gemma":[0.9990305,0.0000141285,0.00009252505,0.0002570421,0.0004077779,0.0001980099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009188378,0.002822878,0.7593386,0.001092069,0.0001075584,0.0002084871,0.04669236,0.001102337,0.0002995357,4.479028e-7,0.0001156999,0.1790316],"study_design_scores_gemma":[0.007247427,0.0100824,0.9553363,0.00240454,0.0006478936,0.00007101276,0.01534839,0.007434187,0.0006608526,0.000001384665,0.0002587468,0.0005068884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909525,0.0001717746,0.00006562687,0.0001887197,0.0002347712,0.007971925,0.0001542906,0.0001967569,0.00006366958],"genre_scores_gemma":[0.9744776,0.000005308611,0.00005480307,0.00008912851,0.0001893082,0.02460821,0.0002595097,0.00009162626,0.0002245295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4564154,"threshold_uncertainty_score":0.9820554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02198941882715551,"score_gpt":0.3849896248013944,"score_spread":0.3630002059742389,"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."}}