{"id":"W4393094212","doi":"10.22454/primer.2024.812665","title":"Protocol for the 2023 CERA Department Chair Survey","year":2024,"lang":"en","type":"article","venue":"PRiMER","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Medicine; Alternative medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05756455,0.001290285,0.001244725,0.002982578,0.003816966,0.002745322,0.001849447,0.00299485,0.1767959],"category_scores_gemma":[0.06911643,0.001922955,0.001215959,0.002882609,0.001085089,0.002143325,0.002089072,0.004938306,0.05056673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006222324,"about_ca_system_score_gemma":0.02330485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007482376,"about_ca_topic_score_gemma":0.01214156,"domain_scores_codex":[0.9764946,0.01431463,0.003565774,0.001381847,0.002770177,0.001473035],"domain_scores_gemma":[0.9385619,0.01697933,0.00389825,0.007875702,0.02920729,0.003477542],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003390636,0.002694225,0.004666395,0.002775549,0.00005186414,0.0002415494,0.002027551,0.0009308124,0.0007555762,0.007232005,0.846569,0.1286648],"study_design_scores_gemma":[0.005337879,0.002117398,0.03194365,0.003270744,0.00005778499,0.0001913778,0.003732449,0.002080051,0.001471352,0.006645366,0.9429451,0.0002069094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003160369,0.0001292972,0.01273056,0.002832711,0.0012259,0.9272999,0.03646456,0.0006745571,0.01548212],"genre_scores_gemma":[0.002551952,0.00009016144,0.007529152,0.001249576,0.0001191365,0.980532,0.004507398,0.00004438746,0.003376247],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9424354,"threshold_uncertainty_score":0.5914412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3717758617016927,"score_gpt":0.5493536952892956,"score_spread":0.1775778335876028,"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."}}