{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002143139,0.00007154169,0.0001138615,0.00003613107,0.00006579363,0.00002491052,0.00006782463,0.00004762635,0.0006264949],"category_scores_gemma":[0.009321379,0.00003488805,0.00005299194,0.0001523773,0.00004622112,0.00002588788,0.00002576674,0.0002109663,0.0003438377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008946406,"about_ca_system_score_gemma":0.002732353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001879292,"about_ca_topic_score_gemma":0.0000309149,"domain_scores_codex":[0.9987289,0.0000563874,0.0001433869,0.0001505481,0.0003802312,0.0005405777],"domain_scores_gemma":[0.9975643,0.0009000964,0.00001119197,0.000201233,0.00007662378,0.001246536],"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":[0.0004572336,0.00009476682,0.001493836,0.0008403589,0.00006780314,0.00002109096,0.00006329609,1.753918e-7,0.0001590792,0.0001671487,0.8437468,0.1528883],"study_design_scores_gemma":[0.0008145064,0.0003683834,0.02239587,0.0001269829,0.00001176251,0.000006272076,0.00000468394,0.0004966729,0.0008767939,0.00004117598,0.97482,0.00003693684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001977362,0.0009914117,0.004850022,0.1507902,0.0007074434,0.8284986,0.0001197331,0.0002369921,0.01182819],"genre_scores_gemma":[0.03214919,0.00004501538,0.0003899989,0.01257321,0.00118443,0.9280999,0.00006407612,0.00004735914,0.02544682],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1528514,"threshold_uncertainty_score":0.9990236,"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."}}