{"id":"W2013452430","doi":"10.2196/mhealth.3987","title":"Don’t Forget the Doctor: Gastroenterologists’ Preferences on the Development of mHealth Tools for Inflammatory Bowel Disease","year":2015,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity; University of Alberta","funders":"","keywords":"mHealth; Inflammatory bowel disease; Medicine; Disease; Digital health; Family medicine; Health care; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02975617,0.0002041985,0.0003918193,0.0008417892,0.004444392,0.004974869,0.0008659142,0.002750775,0.002836055],"category_scores_gemma":[0.0776307,0.0004549415,0.0006957637,0.0009660581,0.004006046,0.002829732,0.00315382,0.002932383,0.0003278208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004257746,"about_ca_system_score_gemma":0.006605983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01470495,"about_ca_topic_score_gemma":0.02806183,"domain_scores_codex":[0.9731944,0.01874936,0.001684544,0.0007447503,0.003532369,0.002094542],"domain_scores_gemma":[0.9169651,0.06349941,0.007076578,0.0009117916,0.005906041,0.005641192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005499229,0.0001841509,0.08096286,0.0014105,0.00008570812,0.002090196,0.8612224,0.000121526,0.002872966,0.00152154,0.006437887,0.0425403],"study_design_scores_gemma":[0.00007694662,0.0003901688,0.03917218,0.0009149371,0.00005904937,0.001147785,0.936449,0.0002032816,0.0004859184,0.0005896796,0.02041919,0.00009191616],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629838,0.00227742,0.001136352,0.02521933,0.0002554313,0.0001673993,0.0001007444,0.00001680003,0.007842775],"genre_scores_gemma":[0.9886353,0.001248284,0.001797398,0.007294432,0.00008166316,0.0001157845,0.0000385528,0.00001655996,0.0007720722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02975617,"threshold_uncertainty_score":0.1573676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1927302951778669,"score_gpt":0.4529506270097114,"score_spread":0.2602203318318446,"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."}}