{"id":"W7115739120","doi":"10.48448/4k9r-hb48","title":"[V] Reviewers' Interpretation and Application of Research Quality Criteria in Grant Peer Review","year":2025,"lang":"","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Likert scale; Context (archaeology); Consistency (knowledge bases); Presentation (obstetrics); Quality (philosophy); Scale (ratio); Research design","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6445464,0.001634703,0.003115971,0.01636355,0.01059347,0.02883954,0.01104706,0.0151502,0.007433222],"category_scores_gemma":[0.8764181,0.002440463,0.003051569,0.01470908,0.01873385,0.009438567,0.01040682,0.0166326,0.008994707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01658987,"about_ca_system_score_gemma":0.08723871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009889473,"about_ca_topic_score_gemma":0.01864951,"domain_scores_codex":[0.1805132,0.5408912,0.1495127,0.01435845,0.1085185,0.006205911],"domain_scores_gemma":[0.04749716,0.2903015,0.04500023,0.05874529,0.550998,0.007457828],"domain_codex":"methods","domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003137274,0.0001088737,0.006173062,0.00568172,0.0004703357,0.0005556166,0.02100439,0.001218,0.001817108,0.04958658,0.6835633,0.2295074],"study_design_scores_gemma":[0.0002724422,0.0002238039,0.00599891,0.0125397,0.000295036,0.0005074638,0.006969657,0.006354108,0.002329295,0.05110325,0.9128172,0.0005890659],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008384557,0.01174176,0.3094415,0.3668754,0.1982825,0.02365195,0.001052291,0.003176344,0.07739367],"genre_scores_gemma":[0.1888493,0.01022952,0.5153717,0.1382471,0.06111019,0.04945241,0.0009924442,0.003159578,0.03258776],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3554536,"threshold_uncertainty_score":0.4383376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093561037978479,"score_gpt":0.510284180073149,"score_spread":0.4009280762753011,"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."}}