{"id":"W7113493417","doi":"","title":"Rethinking Research Impact Assessment In Canada","year":2025,"lang":"","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":[0.03293187,0.001036949,0.001493335,0.01908839,0.0115918,0.01924844,0.003967856,0.002904863,0.02516469],"category_scores_gemma":[0.1192534,0.0009299372,0.001818469,0.02637739,0.00454063,0.004837994,0.007083837,0.004947122,0.004164338],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2005489,"about_ca_system_score_gemma":0.4563091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9950511,"about_ca_topic_score_gemma":0.9951857,"domain_scores_codex":[0.946245,0.004184054,0.002664033,0.002754247,0.03579376,0.008358876],"domain_scores_gemma":[0.7974191,0.02762933,0.003141171,0.008564607,0.1474527,0.01579314],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003517646,0.0001501508,0.03957384,0.0009169718,0.0003596724,0.0002744815,0.003499032,0.00256036,0.0007718816,0.1254236,0.676075,0.1500432],"study_design_scores_gemma":[0.0001781321,0.00008079669,0.1370235,0.001632125,0.0005026059,0.00006126895,0.007262329,0.00393494,0.00174008,0.02373779,0.8235932,0.0002531881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.05505015,0.009647061,0.01101961,0.1787488,0.005297665,0.00137853,0.05630239,0.00285311,0.6797026],"genre_scores_gemma":[0.5427022,0.008627812,0.03635985,0.03735196,0.001065915,0.00108443,0.03186785,0.003197423,0.3377425],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9670681,"threshold_uncertainty_score":0.9272499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04187261478608216,"score_gpt":0.3664650280711223,"score_spread":0.3245924132850401,"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."}}