{"id":"W4389099334","doi":"10.2196/50550","title":"Supportive Digital Health Service During Cancer Chemotherapy: Single-Arm Before-and-After Feasibility Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Cancer survivorship and care","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Medicine; Patient portal; Health literacy; Scale (ratio); Family medicine; Distress; Health care; Nursing; Clinical psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01708674,0.001871944,0.002421607,0.001322367,0.003469221,0.001735733,0.001370703,0.002816403,0.006774482],"category_scores_gemma":[0.0101825,0.001645482,0.002632972,0.00097671,0.002467935,0.002828016,0.00201626,0.003674813,0.0022195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00275233,"about_ca_system_score_gemma":0.008772145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004770823,"about_ca_topic_score_gemma":0.00829237,"domain_scores_codex":[0.987936,0.006848899,0.000868595,0.0009896776,0.001286174,0.002070658],"domain_scores_gemma":[0.9891025,0.003067628,0.001652232,0.001499323,0.00165418,0.003024124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1326729,0.7838538,0.04592508,0.0008391053,0.0005483326,0.0003956098,0.002560953,0.0004945386,0.003848374,0.0002287557,0.001387984,0.02724447],"study_design_scores_gemma":[0.0612386,0.8585752,0.07512241,0.00007010459,0.0002678462,0.0001045424,0.001528212,0.0004182954,0.0009155954,0.0001394457,0.001545493,0.00007431694],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9417512,0.0000814059,0.0007962778,0.0002105008,0.00008456685,0.05510129,0.0007158512,0.00004514884,0.001213712],"genre_scores_gemma":[0.8822958,0.0002854663,0.006275703,0.00125997,0.0003153569,0.1062705,0.001135197,0.00002740899,0.002134564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01708674,"threshold_uncertainty_score":0.0903644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07431724880649895,"score_gpt":0.4358373954166059,"score_spread":0.3615201466101069,"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."}}