{"id":"W2289815117","doi":"10.2196/resprot.5045","title":"Patient Recruitment 2.0: Become a Partner in the Patient Journey Using Digital Media","year":2016,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"F. Hoffmann-La Roche","keywords":"Conversation; Health care; Medicine; Boosting (machine learning); Lung cancer; Medical education; Psychology; Nursing; Computer science; Oncology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09858948,0.0008169619,0.0008469857,0.001523646,0.007697563,0.008633124,0.002653892,0.005692648,0.04466692],"category_scores_gemma":[0.1186427,0.001160461,0.001202495,0.001114297,0.003143697,0.009541285,0.01911228,0.007155752,0.02519941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001673802,"about_ca_system_score_gemma":0.01411849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003766914,"about_ca_topic_score_gemma":0.0009883549,"domain_scores_codex":[0.904766,0.08305559,0.003332512,0.001797901,0.003827896,0.003219949],"domain_scores_gemma":[0.8997667,0.05909577,0.004274985,0.01204196,0.006475994,0.01834463],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001932809,0.002542179,0.006469765,0.002666129,0.00007102908,0.0008843612,0.04955131,0.0002672066,0.002718644,0.021664,0.2536851,0.6575474],"study_design_scores_gemma":[0.00137273,0.002030216,0.002596689,0.001952458,0.00008106337,0.0009978808,0.01928519,0.0006311515,0.002854333,0.01873717,0.9492729,0.0001882436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"protocol","genre_scores_codex":[0.09017013,0.004613136,0.1857998,0.3300416,0.014476,0.1133319,0.006564572,0.008259243,0.2467436],"genre_scores_gemma":[0.1740288,0.004028747,0.3411916,0.1005067,0.005072731,0.2988792,0.002337094,0.001624681,0.07233052],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.9014105,"threshold_uncertainty_score":0.5213972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7587812370600908,"score_gpt":0.6538288641664611,"score_spread":0.1049523728936297,"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."}}