{"id":"W2751835106","doi":"10.2196/resprot.6567","title":"Lessons From Recruitment to an Internet-Based Survey for Degenerative Cervical Myelopathy: Comparison of Free and Fee-Based Methods","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Myelopathy; The Internet; Medicine; Cohort; Analytics; Internet privacy; Spinal cord; Computer science; Internal medicine; World Wide Web; Data 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0117392,0.0001292106,0.000348511,0.0002100731,0.0005774973,0.0001407203,0.0006816888,0.0002105003,0.0001651679],"category_scores_gemma":[0.01267651,0.0001257987,0.00003918611,0.0007318229,0.0008032455,0.0001210501,0.0001130814,0.0002856315,0.00001076807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004466203,"about_ca_system_score_gemma":0.002124229,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01832359,"about_ca_topic_score_gemma":0.04679595,"domain_scores_codex":[0.9893983,0.008207327,0.0004386228,0.0004986094,0.0008458309,0.0006112877],"domain_scores_gemma":[0.9879855,0.009220586,0.0001580445,0.0004622129,0.001617305,0.0005563861],"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":[0.004097934,0.002650843,0.2202216,0.0004304151,0.00003456161,6.248925e-7,0.1638608,0.000004853047,0.004530689,0.007717871,0.02296803,0.5734818],"study_design_scores_gemma":[0.003158832,0.008180036,0.3404832,0.001061536,0.000006192734,2.303049e-8,0.007709309,0.003530022,0.1701984,0.003713867,0.4615139,0.000444602],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.07966624,0.000007847264,0.01704875,0.009952851,0.0001886963,0.8926959,0.0001824275,0.00005879244,0.0001985057],"genre_scores_gemma":[0.07667406,1.612698e-7,0.06896441,0.0001277954,0.0006367129,0.853507,0.00004321238,0.00002131028,0.00002532552],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5730372,"threshold_uncertainty_score":0.9956402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8756028536553736,"score_gpt":0.7526372413784872,"score_spread":0.1229656122768864,"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."}}