{"id":"W4391085274","doi":"10.5622/illinois/9780252044724.003.0001","title":"Introduction","year":2022,"lang":"en","type":"book-chapter","venue":"University of Illinois Press eBooks","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Moss; Understory; Acre; Forestry; Lichen; Archaeology; Ecology; Agroforestry; Canopy; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001368767,0.0000771416,0.0001676144,0.0003213931,0.001008472,0.00002994688,0.00030922,0.0001639243,0.01083592],"category_scores_gemma":[0.000009032892,0.0001417111,0.0001436933,0.000006483725,0.0008787033,0.00006286534,0.00008673687,0.0002512281,0.00003373528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000772832,"about_ca_system_score_gemma":0.0005467727,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4792117,"about_ca_topic_score_gemma":0.5955935,"domain_scores_codex":[0.9992411,0.00003656072,0.00008247482,0.0002063778,0.0003162018,0.0001173286],"domain_scores_gemma":[0.9994407,0.00001829927,0.0001665313,0.0001994086,0.00008437262,0.00009064289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001513805,0.000003907636,1.936616e-7,0.00001480052,0.00003692146,0.00002087522,0.006369362,0.00000445773,0.000002641095,0.8205131,0.166454,0.006564572],"study_design_scores_gemma":[0.00008134852,0.00001566199,0.000001532079,0.000009266781,0.00006909131,4.421156e-7,0.0002843788,3.84882e-7,0.000001182655,0.0009367251,0.9984688,0.0001312552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001140479,0.0002047843,0.000009333362,0.0002134914,0.0005155659,0.0001277474,0.000107727,0.00004014431,0.9987698],"genre_scores_gemma":[0.00005242401,0.0006183552,0.00003696035,0.00001601406,0.000445035,8.494887e-8,0.00001858155,0.00001032431,0.9988022],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8320147,"threshold_uncertainty_score":0.9900683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01636239505086446,"score_gpt":0.1811164406302005,"score_spread":0.164754045579336,"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."}}