{"id":"W2741557613","doi":"10.21037/mhealth.2017.07.01","title":"Evaluating clinicians’ user experience and acceptability of LearnTB, a smartphone application for tuberculosis in India","year":2017,"lang":"en","type":"article","venue":"mHealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université Laval","funders":"","keywords":"Tuberculosis; Smartphone application; Medicine; Internet privacy; Optometry; Computer science; Multimedia; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004235514,0.0001555767,0.0004911845,0.0001144214,0.001786966,0.00001030075,0.0003362069,0.0002616555,0.000120631],"category_scores_gemma":[0.001745079,0.000153416,0.00004966096,0.0001546455,0.0001824548,0.0001854182,0.0001370737,0.0004895047,0.0000221593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00020672,"about_ca_system_score_gemma":0.001000237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003973867,"about_ca_topic_score_gemma":0.00184483,"domain_scores_codex":[0.9967307,0.0003874914,0.001375832,0.0005730001,0.0002206142,0.0007123654],"domain_scores_gemma":[0.9961839,0.0009889146,0.001141108,0.001101911,0.0002367192,0.0003474703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001359877,0.0001019195,0.756394,0.001387517,0.000002411206,4.850449e-8,0.002417573,0.000002127646,0.00009539695,0.002559366,0.0001538325,0.2367498],"study_design_scores_gemma":[0.001712263,0.0001501235,0.9795911,0.00008337958,0.00001078757,2.721323e-7,0.001266237,0.001194898,0.00003760238,0.001282227,0.01456858,0.0001024972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860695,0.0002142695,0.001232655,0.00291514,0.000275029,0.007800352,0.00006759835,0.00004036805,0.001385093],"genre_scores_gemma":[0.9700574,0.0005950837,0.006026761,0.001273449,0.0001737549,0.02171923,0.00002778755,0.0000252586,0.0001013064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2366473,"threshold_uncertainty_score":0.9995126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1587351811552572,"score_gpt":0.565001134662856,"score_spread":0.4062659535075988,"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."}}