{"id":"W7054609723","doi":"","title":"Accelerating the Socio-Ecological Transition","year":2025,"lang":"en","type":"other","venue":"","topic":"Advanced Frequency and Time Standards","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"École de technologie supérieure","keywords":"Operationalization; Transition (genetics); Grand Challenges; Section (typography); Experiential learning; Key (lock); Sustainability; Thematic analysis","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001297951,0.0004905688,0.0002449455,0.0006197128,0.006261521,0.007895659,0.0009393919,0.001724918,0.01908703],"category_scores_gemma":[0.001983471,0.0001572262,0.0003471753,0.0008380689,0.005019208,0.003874456,0.00420881,0.002739656,0.004266757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02441487,"about_ca_system_score_gemma":0.04447907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5399551,"about_ca_topic_score_gemma":0.7329354,"domain_scores_codex":[0.9989353,0.0001635592,0.00001181238,0.00007198477,0.0005153656,0.0003020467],"domain_scores_gemma":[0.9992017,0.0001073572,0.00002527461,0.00005031138,0.0003269819,0.0002884384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001299297,0.00002883141,0.0006201097,0.0001352804,0.000004813785,0.000154789,0.005422621,0.0006716107,0.0006425555,0.2685077,0.5694397,0.154359],"study_design_scores_gemma":[9.874191e-7,0.000003921281,0.0004269033,0.00008471182,0.000001076906,0.00002774109,0.001769355,0.0000935751,0.00007444608,0.008292905,0.9892197,0.000004639428],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006911638,0.01538053,0.006965053,0.06839348,0.004375828,0.0001095736,0.0002442151,0.000492885,0.897127],"genre_scores_gemma":[0.123674,0.02182503,0.01316489,0.02115046,0.0008721793,0.0001051829,0.0004213121,0.0004024546,0.8183845],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5399551,"threshold_uncertainty_score":0.9255083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154229685338603,"score_gpt":0.2692705781317716,"score_spread":0.2577282812783856,"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."}}