{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004812518,0.000186438,0.0003307036,0.000136895,0.000571953,0.00006874541,0.0006534302,0.0005255723,0.004718497],"category_scores_gemma":[0.05769574,0.0001861448,0.00008238069,0.001354243,0.0003585916,0.0003278436,0.00008888343,0.0006614178,0.0003164118],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005433655,"about_ca_system_score_gemma":0.0111545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001047228,"about_ca_topic_score_gemma":0.000911809,"domain_scores_codex":[0.9947373,0.001490897,0.0006783938,0.0004975091,0.002102855,0.0004930674],"domain_scores_gemma":[0.9936309,0.003283956,0.0002240151,0.0002404084,0.0003835968,0.002237148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001427328,0.001773669,0.003948492,0.00005699716,0.00001010785,0.000001048761,0.2926327,3.264167e-8,0.000005707526,0.001783518,0.02506538,0.6747081],"study_design_scores_gemma":[0.000702557,0.000635206,0.04408301,0.0002432619,0.00005080582,0.000002705588,0.2954786,0.0006011948,0.00005510899,0.0008982604,0.6568218,0.0004274715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9083507,0.001050617,0.001115491,0.04867068,0.02021886,0.007826151,0.00000240263,0.0004781089,0.01228701],"genre_scores_gemma":[0.9775888,0.0001772449,0.00145928,0.001697324,0.006978426,0.0117768,0.00005396976,0.00003361328,0.00023458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6742806,"threshold_uncertainty_score":0.9961913,"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."}}