{"id":"W3169059145","doi":"10.2196/21277","title":"A Critical Appraisal of Assessment and Evaluation Reforms At Datta Meghe Institute of Medical Sciences (Deemed to be University) From 2006 Till 2017: A Study Protocol (Preprint)","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Medical Education and Admissions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Preprint; Critical appraisal; Protocol (science); Medicine; Political science; Library science; Alternative medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4412554,0.002008971,0.0045132,0.008933808,0.008322706,0.007937209,0.00417011,0.004601307,0.01452881],"category_scores_gemma":[0.514132,0.003299826,0.005237003,0.007875715,0.006264025,0.006378416,0.006700996,0.007101846,0.003273714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0295621,"about_ca_system_score_gemma":0.1711157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006544577,"about_ca_topic_score_gemma":0.01320162,"domain_scores_codex":[0.6082041,0.2814462,0.06707517,0.007526407,0.02763099,0.008117224],"domain_scores_gemma":[0.4180513,0.2541716,0.08098843,0.05060949,0.184374,0.01180519],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.07654962,0.007835526,0.03016115,0.1989271,0.00417921,0.001887031,0.09564401,0.004356214,0.007439654,0.0317831,0.1422641,0.3989733],"study_design_scores_gemma":[0.06724655,0.02367981,0.1449537,0.205964,0.007649436,0.0005902252,0.08127449,0.005736114,0.01710457,0.02397331,0.4198807,0.001947195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01547045,0.001978495,0.008720202,0.003590649,0.0007349056,0.9635877,0.003377487,0.0001141557,0.00242588],"genre_scores_gemma":[0.02205191,0.0005984452,0.01970583,0.0006079632,0.0001043044,0.9558073,0.0005642751,0.00002146471,0.0005385585],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5587445,"threshold_uncertainty_score":0.6890315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5704964527623495,"score_gpt":0.6789699962519521,"score_spread":0.1084735434896026,"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."}}