{"id":"W2730999314","doi":"10.1075/le.1.1.05muf","title":"Individuals, populations, and timespace","year":2017,"lang":"en","type":"article","venue":"Language & ecology","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Ecology; Sociolinguistics; Vitality; Evolutionary ecology; Heuristic; Endangered species; Sociology; Epistemology; Linguistics; Biology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001017737,0.0001097387,0.0001936857,0.001198389,0.0009986954,0.002381809,0.0003937767,0.0003720229,0.008530688],"category_scores_gemma":[0.003773002,0.00007502859,0.0001722523,0.001476432,0.00282266,0.003048326,0.001542342,0.0004352209,0.0003475064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007338578,"about_ca_system_score_gemma":0.0002274737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001440557,"about_ca_topic_score_gemma":0.001531532,"domain_scores_codex":[0.9992679,0.0003107215,0.00003416886,0.0002157058,0.0001092216,0.00006222406],"domain_scores_gemma":[0.9982367,0.000930425,0.0003026284,0.0001863998,0.0001932895,0.000150593],"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":[0.00004390702,0.00002781099,0.03605907,0.00003705878,0.00004997335,0.0001480087,0.005101092,0.002534831,0.0007724873,0.9053443,0.00177611,0.04810539],"study_design_scores_gemma":[0.00001343588,0.00008174809,0.08239356,0.0000417875,0.00003986813,0.0007615896,0.01091632,0.007392795,0.0006953626,0.8483743,0.04923692,0.00005234143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7870871,0.001897556,0.03556293,0.003093221,0.0001043101,0.00002465504,0.0004724756,0.00007719163,0.1716806],"genre_scores_gemma":[0.9956216,0.0001415548,0.001627305,0.00004899361,0.00002397284,0.00001072001,0.00004677611,0.000007746024,0.002471294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008530688,"threshold_uncertainty_score":0.02853793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03375920328579671,"score_gpt":0.3716812768952332,"score_spread":0.3379220736094364,"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."}}