{"id":"W4241140268","doi":"10.2196/preprints.30797","title":"User-Centered Development and Testing of the Online Patient-Reported Outcomes, Burdens, and Experiences (PROBE) Survey and the myPROBE App and Integration With the Canadian Bleeding Disorder Registry: Mixed Methods Study (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Mobile apps; Android (operating system); Computer science; Scale (ratio); User interface; World Wide Web; Medicine; Psychology; Internet privacy; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002238997,0.0004554152,0.000582086,0.0001430885,0.0006876074,0.001576988,0.0003765646,0.0001071202,0.000005345597],"category_scores_gemma":[0.002100625,0.0002228363,0.00003459559,0.000478924,0.0005774109,0.0003777533,0.002156923,0.0004743298,9.059001e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006262089,"about_ca_system_score_gemma":0.000215689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2453389,"about_ca_topic_score_gemma":0.6832725,"domain_scores_codex":[0.9976259,0.0001718432,0.0007114086,0.0008233922,0.0003577876,0.0003095983],"domain_scores_gemma":[0.997528,0.0004490628,0.0009889298,0.0005530203,0.0004474106,0.00003363921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005972457,0.00009403784,0.9609205,0.0001894432,0.0001724458,0.000005077744,0.00670319,0.0000165682,0.00002161094,0.000324787,0.00003674806,0.03145591],"study_design_scores_gemma":[0.0009533284,0.00002895839,0.9287059,0.0004594388,0.0001003688,0.00001255778,0.06690572,0.001920804,0.00007457912,0.0001061777,0.0003623719,0.0003698012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944788,0.0003635831,0.001683064,0.0007973744,0.000201312,0.002081566,0.000006611343,0.0000448003,0.0003429311],"genre_scores_gemma":[0.9930343,0.00001348668,0.006311445,0.0001783061,0.00002675197,0.0002046933,0.00003874449,0.00003306292,0.0001592335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4379336,"threshold_uncertainty_score":0.9994594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04052382184181083,"score_gpt":0.2783615219831599,"score_spread":0.2378377001413491,"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."}}