{"id":"W7033465887","doi":"","title":"Reframing public inquiries as a mechanism for system-wide","year":2022,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Cognitive reframing; Mechanism (biology); Public policy; Context (archaeology); Perspective (graphical)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0594832,0.001123839,0.001665929,0.004609611,0.003298429,0.01305141,0.004103866,0.005014607,0.03720108],"category_scores_gemma":[0.2144269,0.001777177,0.0009513162,0.003632761,0.003634077,0.02367423,0.02379327,0.006168176,0.01489095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002063632,"about_ca_system_score_gemma":0.004487358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003506131,"about_ca_topic_score_gemma":0.002167163,"domain_scores_codex":[0.9462979,0.03509316,0.003992489,0.004542606,0.008218935,0.001854924],"domain_scores_gemma":[0.6873921,0.2009879,0.008231165,0.08525902,0.01275619,0.005373632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004376031,0.00233828,0.02646158,0.001642666,0.0004686645,0.001984317,0.06030136,0.005628183,0.02272552,0.1625401,0.1413083,0.570225],"study_design_scores_gemma":[0.001300156,0.0009705939,0.007112346,0.0007742516,0.0003910694,0.001351832,0.01411547,0.1103135,0.03589581,0.2012503,0.6259409,0.0005837309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.06841612,0.0007021764,0.7319437,0.01047277,0.001162631,0.002377066,0.002747077,0.1272432,0.05493526],"genre_scores_gemma":[0.7306406,0.0004306496,0.1994636,0.003325595,0.0007032565,0.002064616,0.00613982,0.01404611,0.0431858],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0594832,"threshold_uncertainty_score":0.314581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04866467270603744,"score_gpt":0.3503131295946578,"score_spread":0.3016484568886204,"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."}}