{"id":"W4415586697","doi":"10.21083/crrf.v36i1.8081","title":"Conference Program","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Liberal Arts","keywords":"Breakout; Livelihood; Sustainable development; Documentation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003379057,0.0001938834,0.0001933589,0.0003458763,0.0005190277,0.0009974138,0.001000992,0.0001222695,0.00005121971],"category_scores_gemma":[0.0005155153,0.0001783522,0.00010195,0.001987847,0.0001333368,0.0008831607,0.000136868,0.0001533717,0.00001649868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007008948,"about_ca_system_score_gemma":0.001764612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006515827,"about_ca_topic_score_gemma":0.008396738,"domain_scores_codex":[0.9985523,0.000009665697,0.0004958877,0.000266817,0.000341531,0.00033382],"domain_scores_gemma":[0.9976083,0.00002119104,0.0003063265,0.0002009137,0.00169009,0.0001731615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001125661,0.00002742905,0.005366052,0.0003167677,0.0000285244,2.483483e-8,0.0002934921,0.0004955953,0.0002370452,0.9572986,0.001966739,0.03396858],"study_design_scores_gemma":[0.0005804125,0.0001370967,0.112682,0.004796983,0.0002388752,0.00001189965,0.0004942619,0.6653935,0.002992034,0.07254878,0.1392117,0.0009124887],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1551411,0.003011045,0.1621743,0.22081,0.02623377,0.01246886,0.00005211735,0.0006319057,0.4194769],"genre_scores_gemma":[0.9933241,0.0001122625,0.002841832,0.0002930942,0.00006493721,0.0000430884,0.00001418143,0.00001098116,0.003295499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8847498,"threshold_uncertainty_score":0.9850024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475276355642944,"score_gpt":0.2604272602890479,"score_spread":0.2456744967326185,"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."}}