{"id":"W4205984597","doi":"10.7557/2.20.5.1620","title":"Preface","year":2000,"lang":"en","type":"article","venue":"Rangifer","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Selection (genetic algorithm); Tone (literature); Set (abstract data type); Visual arts; History; Media studies; Psychology; Library science; Sociology; Art; Computer science; Literature; World Wide Web; Artificial intelligence","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001782313,0.00005211513,0.0001060615,0.00001347832,0.001652663,0.000001041578,0.00005839716,0.00008434969,0.04401955],"category_scores_gemma":[0.00001325578,0.00004115834,0.00002876049,0.00004946239,0.00001536495,0.00002080026,0.0000263939,0.0001576798,0.01884053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006232021,"about_ca_system_score_gemma":0.000057005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004828282,"about_ca_topic_score_gemma":0.001743451,"domain_scores_codex":[0.9990938,0.00007104765,0.0001284061,0.00009539095,0.00004711987,0.0005642303],"domain_scores_gemma":[0.9997163,0.00007095634,0.00001673653,0.0001247714,0.00003432173,0.00003693141],"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":[0.0003007168,0.0001817209,0.1250151,0.0001679103,0.0001510882,0.00003300608,0.1803452,0.00005490282,0.0001437527,0.005377671,0.6542548,0.03397418],"study_design_scores_gemma":[0.0004029139,0.00003476634,0.029266,0.000007702502,0.000006839923,7.919879e-7,0.002547626,0.000010748,0.000003832155,0.0001302656,0.9675239,0.00006455474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5419834,0.0001447813,0.000009002495,0.00109496,0.0002771789,0.0002793109,0.000003762844,0.00005828435,0.4561493],"genre_scores_gemma":[0.803239,0.0001492984,0.0001046786,0.00404771,0.0004112142,0.00009913793,0.0000041312,0.00001419233,0.1919306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3132692,"threshold_uncertainty_score":0.999647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03051183078539734,"score_gpt":0.3794489796727231,"score_spread":0.3489371488873257,"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."}}