{"id":"W2912659338","doi":"10.2196/10974","title":"Accelerating Research With Technology: Rapid Recruitment for a Large-Scale Web-Based Sleep Study","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Sleep and related disorders","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sleep (system call); Scale (ratio); Mental health; Applied psychology; Digital health; Psychology; Bottleneck; Computer science; Health care; Psychiatry","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":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007445671,0.0003084953,0.0004352925,0.001582132,0.0007799561,0.0002192346,0.001141332,0.0005485849,0.002853994],"category_scores_gemma":[0.0001797675,0.0002306089,0.0001060448,0.002867443,0.0003416754,0.0001389013,0.0003347672,0.002359952,0.00154925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002368054,"about_ca_system_score_gemma":0.0003600625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000233628,"about_ca_topic_score_gemma":0.0001024818,"domain_scores_codex":[0.9926434,0.00175129,0.0005080754,0.001283441,0.001573046,0.002240819],"domain_scores_gemma":[0.9958674,0.0009147813,0.0001135119,0.001706954,0.001157447,0.0002399589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.037532,0.1102816,0.3958584,0.001803805,0.002916379,0.0004482123,0.0233245,0.0001397077,0.02221997,0.01251258,0.1801969,0.212766],"study_design_scores_gemma":[0.05798289,0.05382586,0.002461813,0.001308796,0.00001739781,0.000009993968,0.04835521,0.001310104,0.002804113,0.0007717926,0.8304213,0.0007307281],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1006559,0.00003181462,0.00009375822,0.001687567,0.00003604993,0.8723281,0.00002036507,0.0003114352,0.02483499],"genre_scores_gemma":[0.1257081,3.707246e-7,0.0007333417,0.00005644051,0.00008828758,0.8688903,0.00001411048,0.0001065068,0.004402532],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.6502244,"threshold_uncertainty_score":0.9999416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3627942699268782,"score_gpt":0.5631228579351095,"score_spread":0.2003285880082313,"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."}}