{"id":"W4210254237","doi":"10.1093/eurpub/ckab210","title":"Thank you","year":2022,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02250714,0.00008210063,0.0001782105,0.000223548,0.0009219833,0.0003432846,0.0005496443,0.000004168242,0.003412468],"category_scores_gemma":[0.0002647757,0.00007051279,0.0000957402,0.00007206575,0.00006306064,0.000524565,0.0001369883,0.0009641607,0.00003417538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001220433,"about_ca_system_score_gemma":0.0004178138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003998324,"about_ca_topic_score_gemma":0.000004724625,"domain_scores_codex":[0.9949146,0.003470465,0.0006410361,0.00009970518,0.0005074778,0.000366745],"domain_scores_gemma":[0.9987144,0.00006893885,0.0006590871,0.0001119916,0.0001498163,0.0002957363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005671672,0.0001113276,0.0004956865,0.00002852901,0.0000368127,0.0001222487,0.09754873,0.00002019931,0.000002712338,0.1077048,0.5492084,0.2447149],"study_design_scores_gemma":[0.0002556013,0.0002865843,0.0005688003,0.00001273803,0.000002296972,0.0001745424,0.02180903,0.000008873972,1.780178e-7,0.0001560331,0.976656,0.00006931843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0901599,0.003309466,0.001660237,0.1801967,0.0049414,0.00011637,0.00007092571,0.0001245097,0.7194205],"genre_scores_gemma":[0.9825165,0.00004216219,0.0001271418,0.006352073,0.003980632,5.265937e-7,0.00000671546,0.00002974701,0.006944553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8923566,"threshold_uncertainty_score":0.9974986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1473054022262326,"score_gpt":0.273570103073081,"score_spread":0.1262647008468484,"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."}}