{"id":"W7132561170","doi":"","title":"Het coschap dermatologsie:Een noodzakelijke investering in de toekomst","year":2024,"lang":"","type":"other","venue":"Pure Amsterdam UMC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sign (mathematics); Quarter (Canadian coin)","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":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001853746,0.00361523,0.003848315,0.003810456,0.0002184723,0.001649895,0.002997255,0.003392556,0.01138923],"category_scores_gemma":[0.0003298142,0.004068925,0.001055064,0.003009844,0.001119425,0.0008101602,0.002819065,0.004890603,0.1810618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002426079,"about_ca_system_score_gemma":0.001227079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005544305,"about_ca_topic_score_gemma":0.006390985,"domain_scores_codex":[0.9848135,0.001488779,0.003188198,0.004094579,0.001718371,0.004696554],"domain_scores_gemma":[0.9932474,0.0002725593,0.001412497,0.003402689,0.0001744396,0.001490417],"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":[0.0006411024,0.001807636,0.06568991,0.02173512,0.003205388,0.01726769,0.01405147,0.0002337489,0.006540276,0.005023045,0.8527963,0.01100828],"study_design_scores_gemma":[0.003411357,0.0002485936,0.003198236,0.0127031,0.001006924,0.002811848,0.0007636117,0.001759126,0.0007635867,0.002641947,0.9659806,0.004711037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05287415,0.03566152,0.0003006179,0.002898656,0.007044469,0.006225836,0.003015523,0.002412872,0.8895664],"genre_scores_gemma":[0.443359,0.001154872,0.0023394,0.004369591,0.003384013,0.001541812,0.0006333891,0.01397719,0.5292407],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3904849,"threshold_uncertainty_score":0.9993865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01815702920724162,"score_gpt":0.2805761162402804,"score_spread":0.2624190870330388,"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."}}