{"id":"W3047292992","doi":"10.12688/hrbopenres.13105.2","title":"Study protocol for the COvid-19 Toolbox for All IslaNd (CONTAIN) project: A cross-border analysis in Ireland to disentangle psychological, behavioural, media and governmental responses to COVID-19","year":2021,"lang":"en","type":"preprint","venue":"HRB Open Research","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Irish Research Council; Health Research Board","keywords":"Government (linguistics); Public health; Public relations; Social media; Psychology; Political science; Socioeconomics; Medicine; Sociology; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01103839,0.0005952923,0.00119999,0.0008973775,0.001003538,0.001736166,0.002132643,0.0004784926,0.001997364],"category_scores_gemma":[0.004827912,0.0004385761,0.0003088732,0.001708933,0.0003485437,0.0001459516,0.004081538,0.001183151,0.00002074021],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004070546,"about_ca_system_score_gemma":0.00336914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09657151,"about_ca_topic_score_gemma":0.2858135,"domain_scores_codex":[0.9906792,0.00247935,0.001141481,0.00284976,0.001326202,0.001524009],"domain_scores_gemma":[0.9881893,0.007957867,0.0002484244,0.001952569,0.0002912798,0.001360509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06835944,0.006800536,0.7945258,0.000895293,0.001013716,0.00056047,0.04720384,0.00007148924,0.00003312137,0.0002419738,0.07842702,0.001867292],"study_design_scores_gemma":[0.02748899,0.008627147,0.4790109,0.0001264741,0.0004649676,0.00005133182,0.0907274,0.00007529649,0.0000128786,0.0003196383,0.3919174,0.001177555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.4531789,0.00008758206,0.0008213083,0.01557339,0.0002473675,0.5262027,0.003262792,0.00004055299,0.0005855094],"genre_scores_gemma":[0.2046563,0.0000156956,0.0004612743,0.0089736,0.0001348251,0.7782145,0.0003230239,0.00007587233,0.007144967],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3155149,"threshold_uncertainty_score":0.9998066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5534105615219624,"score_gpt":0.6927907641279667,"score_spread":0.1393802026060043,"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."}}