{"id":"W4224295960","doi":"10.2196/34903","title":"A Cancer Exercise Toolkit Developed Using Co-Design: Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Usability; Psychological intervention; Baseline (sea); Interquartile range; Analytics; Medical education; Medicine; Physical therapy; Psychology; Computer science; Nursing; Data science; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007775038,0.0002803581,0.0005972649,0.0001826337,0.0003638386,0.00003657131,0.0002251336,0.00006527377,0.006641369],"category_scores_gemma":[0.00001866948,0.0002694191,0.0001447659,0.0008441594,0.00004708739,0.00009156864,0.0001975081,0.0004411935,0.00000890324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001287361,"about_ca_system_score_gemma":0.001313485,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007465063,"about_ca_topic_score_gemma":0.001975921,"domain_scores_codex":[0.9975083,0.0004558458,0.0003664463,0.0005623487,0.0006490251,0.000458009],"domain_scores_gemma":[0.9989487,0.00008359207,0.0001459482,0.000472614,0.0001586713,0.000190493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004627089,0.001399134,0.08745471,0.0004063494,0.0008889117,0.000403759,0.04213483,0.002594836,0.0132069,0.0000237403,0.04975105,0.7971087],"study_design_scores_gemma":[0.009135883,0.001265905,0.07554962,0.0004586852,0.001546792,0.00006758291,0.04420033,0.002439686,0.01227222,0.00008296384,0.8513024,0.001677939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745098,0.009785908,0.004053966,0.0008192866,0.004238208,0.004545651,0.0001541337,0.0002723591,0.00162071],"genre_scores_gemma":[0.9769984,0.000242387,0.004090836,0.001495277,0.0005341682,0.009750484,0.00002001437,0.000124171,0.006744267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8015513,"threshold_uncertainty_score":0.9999758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158825980390996,"score_gpt":0.4636618447093714,"score_spread":0.3477792466702718,"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."}}