{"id":"W3007889882","doi":"10.2196/15079","title":"Recommendations From a Descriptive Evaluation to Improve Screening Procedures for Web-Based Studies With Couples: Cross-Sectional Study","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Cross-sectional study; Descriptive research; Environmental health; Computer science; Medicine; Psychology; Statistics; Mathematics","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","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.02921683,0.000131163,0.0002902057,0.00008288278,0.001386576,0.0001497894,0.0001293232,0.00007174697,0.00003551299],"category_scores_gemma":[0.03450839,0.0001141185,0.00003051164,0.0004813784,0.0001784964,0.0002438182,0.00003007892,0.0001307604,0.000002203197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001424333,"about_ca_system_score_gemma":0.003229118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006624506,"about_ca_topic_score_gemma":0.0157698,"domain_scores_codex":[0.9914271,0.006779231,0.0003592697,0.0005384288,0.0004191952,0.0004768008],"domain_scores_gemma":[0.9906448,0.007687435,0.0001781834,0.0001081925,0.0008873242,0.0004940666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003484247,0.00009823285,0.9509351,0.00003169674,0.00007169493,3.707234e-7,0.03329215,0.00002172133,0.00001393284,0.00005844623,0.001588784,0.01040361],"study_design_scores_gemma":[0.002099006,0.001125554,0.9418268,0.000008407255,0.000001672532,1.640335e-7,0.03669704,0.001042211,9.166711e-7,0.00004399251,0.01700264,0.0001516659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437978,0.0005181252,0.01178867,0.0399891,0.0002504894,0.003298853,0.0002209948,0.00009889666,0.00003711311],"genre_scores_gemma":[0.9864948,0.00003165387,0.006652819,0.004775198,0.0002606654,0.001654507,0.00008329107,0.00001185071,0.0000351648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04269709,"threshold_uncertainty_score":0.9999135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4222287244847856,"score_gpt":0.5123096672296006,"score_spread":0.09008094274481498,"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."}}