{"id":"W2164995937","doi":"10.2196/jmir.2661","title":"A Lot of Action, But Not in the Right Direction: Systematic Review and Content Analysis of Smartphone Applications for the Prevention, Detection, and Management of Cancer","year":2013,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":385,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; Public Health Ontario; University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Computer science; Action (physics); Content analysis; Internet privacy; Multimedia; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02351064,0.001657612,0.009630868,0.0144595,0.001163366,0.004159822,0.00221831,0.002117361,0.003307801],"category_scores_gemma":[0.1097909,0.001316408,0.009299577,0.01426234,0.001737757,0.004554492,0.002247261,0.001780277,0.0002690458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00697673,"about_ca_system_score_gemma":0.02630333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01006134,"about_ca_topic_score_gemma":0.03209317,"domain_scores_codex":[0.9713395,0.01307292,0.009483375,0.001373474,0.004185127,0.0005455827],"domain_scores_gemma":[0.9187892,0.06086145,0.01293922,0.001133883,0.005631422,0.0006448657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001050468,0.0000126383,0.0005668191,0.9723785,0.007180129,0.0000525206,0.0004728495,0.00005603893,0.0001013645,0.0001770425,0.0007353545,0.01816179],"study_design_scores_gemma":[0.0001745205,0.000128793,0.002472635,0.9380601,0.05089244,0.0001436267,0.0005609081,0.00009762395,0.0001423325,0.0003346569,0.006961762,0.00003061386],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002299751,0.9940184,0.0004749405,0.0007230526,0.000174504,0.001514265,0.0004098486,0.00001592305,0.0003692726],"genre_scores_gemma":[0.03910783,0.9516472,0.003119029,0.00166778,0.0001227934,0.003807757,0.0003095749,0.00001596705,0.0002020336],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02351064,"threshold_uncertainty_score":0.1243376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3292280684928444,"score_gpt":0.5991955266123211,"score_spread":0.2699674581194768,"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."}}