{"id":"W7092298481","doi":"10.5281/zenodo.17380975","title":"seadsfcaaaafffggg","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Psychosocial; Quality of life (healthcare); Anxiety; Exacerbation; Logistic regression; Hand eczema","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","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.002019608,0.0003855307,0.0004246501,0.001135047,0.005658957,0.006674536,0.007577131,0.0001722658,0.01968922],"category_scores_gemma":[0.001483302,0.0004389808,0.0001987748,0.004863459,0.0004532275,0.001306739,0.01016748,0.0006957064,0.04356305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004220125,"about_ca_system_score_gemma":0.00002783006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003477559,"about_ca_topic_score_gemma":7.184373e-7,"domain_scores_codex":[0.9947912,0.001112797,0.0007256879,0.001460423,0.0009169111,0.0009930135],"domain_scores_gemma":[0.9951702,0.00007038689,0.0002639921,0.002593933,0.001506952,0.000394568],"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":[0.00003241887,0.0002599917,0.000004637919,0.0001122046,0.0002025609,0.00003545214,0.0007687386,0.0001008587,0.0007861026,0.0686323,0.5205771,0.4084876],"study_design_scores_gemma":[0.000697954,0.0001818473,0.0005739785,0.0001309244,0.00008740879,0.00006349009,0.0001752531,0.02392359,0.0005021908,0.0009914045,0.9722871,0.0003848326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001198572,0.0006842433,0.4736384,0.009404711,0.0008596976,0.0007850105,0.0003857487,0.001843828,0.5111998],"genre_scores_gemma":[0.9513115,0.0006914116,0.00442078,0.002915247,0.0005107247,7.787585e-8,0.003108175,0.003248811,0.03379325],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9501129,"threshold_uncertainty_score":0.9998062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02914434581685724,"score_gpt":0.2607007722570576,"score_spread":0.2315564264402003,"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."}}