{"id":"W3014127472","doi":"10.2196/17729","title":"A Mobile Medical Knowledge Dissemination Platform (HeadToToe): Mixed Methods Study","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"Université de Genève","keywords":"Computer science; Task (project management); Quality (philosophy); Interface (matter); World Wide Web; Multimedia; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02347223,0.0006651658,0.001912127,0.001583019,0.001350166,0.00224823,0.001270253,0.001267629,0.007590904],"category_scores_gemma":[0.02202042,0.0006679524,0.001742165,0.001414405,0.0009703744,0.00197048,0.00159635,0.00112173,0.001354467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001756984,"about_ca_system_score_gemma":0.003450776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00270968,"about_ca_topic_score_gemma":0.003972976,"domain_scores_codex":[0.9850054,0.008991492,0.001596495,0.001310141,0.002068551,0.001027986],"domain_scores_gemma":[0.9793073,0.01388846,0.00233853,0.001165079,0.002474595,0.000825991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02566913,0.05515038,0.4510557,0.04385737,0.004650985,0.002174922,0.1014211,0.0009182612,0.004449125,0.004787119,0.0107361,0.2951298],"study_design_scores_gemma":[0.008158006,0.1419585,0.6502813,0.01457508,0.00601612,0.001630737,0.119391,0.00475828,0.004892741,0.003044942,0.04479746,0.0004958691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9560704,0.002573495,0.004994567,0.0003868146,0.00008302585,0.03095205,0.001597291,0.00005298741,0.003289508],"genre_scores_gemma":[0.9063661,0.001675076,0.01436383,0.001449233,0.0001583194,0.07203141,0.0009642967,0.00007144607,0.002920286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02347223,"threshold_uncertainty_score":0.1241344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07818315871013479,"score_gpt":0.5504608168340158,"score_spread":0.472277658123881,"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."}}