{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003061715,0.001028178,0.0005131231,0.001812722,0.003608176,0.00601778,0.002451716,0.0030663,0.6949531],"category_scores_gemma":[0.004749627,0.0003502095,0.0007274612,0.001429556,0.0004600894,0.001734158,0.004239256,0.003110172,0.4517522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003062462,"about_ca_system_score_gemma":0.00956935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007434728,"about_ca_topic_score_gemma":0.0227715,"domain_scores_codex":[0.9981328,0.0002325555,0.00005615454,0.0003037389,0.0007944139,0.0004805047],"domain_scores_gemma":[0.9924526,0.0002493194,0.0001295358,0.0002881946,0.0025243,0.00435612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003812612,0.00004399378,0.00009696707,0.00005348298,0.000001600506,0.00002700048,0.00003199782,0.0000227553,0.0001471344,0.001425077,0.9757432,0.02236863],"study_design_scores_gemma":[0.00001138639,0.00001695611,0.0004012801,0.00003607038,0.000001110548,0.00002241169,0.000107066,0.00003111897,0.0000573053,0.0003255666,0.9989859,0.000003684311],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001767151,0.002706798,0.002750631,0.03078069,0.06162141,0.001738568,0.009633906,0.001406622,0.8875942],"genre_scores_gemma":[0.003684334,0.001057394,0.001000436,0.00443758,0.004648589,0.0006948952,0.00425131,0.0003246002,0.979901],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9925653,"threshold_uncertainty_score":0.4351124,"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."}}