{"id":"W4407050725","doi":"10.1093/reseval/rvaf003","title":"Canadian approaches to research impact and its assessment","year":2024,"lang":"en","type":"article","venue":"Research Evaluation","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Impact; York University","funders":"","keywords":"Excellence; Impact assessment; Economic impact analysis; Complement (music); Socioeconomic status; Political science; Research Assessment Exercise; Regional science; Sociology; Public administration; Economics; Higher education","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":[],"category_scores_codex":[0.07289045,0.002431744,0.002785741,0.05398101,0.01522242,0.03170099,0.006224796,0.003971942,0.02002472],"category_scores_gemma":[0.1773346,0.001313459,0.002475353,0.05510002,0.02028118,0.007854432,0.0139724,0.007126238,0.001095997],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.3301283,"about_ca_system_score_gemma":0.3961295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9746934,"about_ca_topic_score_gemma":0.9670117,"domain_scores_codex":[0.8731586,0.04471126,0.006757475,0.005455662,0.06219344,0.00772357],"domain_scores_gemma":[0.8026973,0.05467531,0.00530384,0.007573874,0.1223391,0.007410582],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003313578,0.00001947521,0.002814063,0.001372436,0.0001962252,0.00008119392,0.003129613,0.002919431,0.00005042749,0.8949257,0.04303062,0.05142774],"study_design_scores_gemma":[0.00006396602,0.0000401405,0.01616584,0.0100424,0.0006487276,0.0001414033,0.01030217,0.008558621,0.0002857774,0.482748,0.4707493,0.0002537192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006223182,0.04090993,0.04264513,0.1302441,0.002081456,0.001224685,0.005868624,0.0004614329,0.7703415],"genre_scores_gemma":[0.709627,0.07058291,0.1323131,0.01588908,0.001425319,0.003121016,0.003900449,0.0006986244,0.06244258],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9271095,"threshold_uncertainty_score":0.7769563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9356806078403561,"score_gpt":0.7271893779285502,"score_spread":0.2084912299118059,"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."}}