{"id":"W7116316411","doi":"10.14288/cl.vi261.199091","title":"Teaching Landbridge","year":2024,"lang":"en","type":"article","venue":"Open Collections","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007159958,0.00005852915,0.00005858245,0.00005214198,0.0004437818,0.0007786828,0.00008762276,0.00002531272,0.0003847416],"category_scores_gemma":[0.000006161489,0.00006009371,0.00002910921,0.0003432629,0.000005976904,0.0001352348,0.00002396317,0.000178039,0.00004713083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005436433,"about_ca_system_score_gemma":0.00001864164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006339321,"about_ca_topic_score_gemma":0.0001134521,"domain_scores_codex":[0.9997054,0.000006862058,0.00007527481,0.00008380255,0.0000368065,0.00009185755],"domain_scores_gemma":[0.9998401,0.00002890525,0.000001741551,0.00008846351,0.000005895197,0.00003492117],"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":[0.000001351676,0.000007024669,0.000004191731,0.00004098426,0.00007901729,0.000009458158,0.0001569032,0.0370544,0.000308303,0.002363196,0.9300469,0.02992828],"study_design_scores_gemma":[0.00005532372,0.00000510464,0.00002204799,0.00002594024,0.000007839974,0.00006667079,0.00003250086,0.1562661,0.00008839631,0.000267409,0.8430769,0.00008572886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003970202,0.0002038738,0.03678806,0.000107195,0.001889876,0.0001062107,0.00002307989,0.001118152,0.9593666],"genre_scores_gemma":[0.4683765,0.00005719237,0.00265719,0.00001946656,0.0003435475,0.00009339127,0.000009752141,0.00005160674,0.5283914],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4679795,"threshold_uncertainty_score":0.7508855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007866834914702817,"score_gpt":0.224777985571992,"score_spread":0.2169111506572892,"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."}}