{"id":"W4413186109","doi":"10.1093/9780198970934.003.0001","title":"Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Anthropological Studies and Insights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000920407,0.0008765169,0.0006403552,0.001455567,0.002651829,0.006946078,0.001887064,0.002928003,0.528901],"category_scores_gemma":[0.003147977,0.0003204321,0.0007121266,0.001436178,0.001076608,0.004331808,0.004161959,0.002822758,0.3197305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003038413,"about_ca_system_score_gemma":0.003164783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003243681,"about_ca_topic_score_gemma":0.003023642,"domain_scores_codex":[0.9985104,0.0002040739,0.0000773838,0.0003706096,0.0006402839,0.0001972423],"domain_scores_gemma":[0.9988229,0.0001523849,0.00005773883,0.000183199,0.0005444597,0.0002392452],"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":[0.00005464858,0.00006738077,0.0004380235,0.0003775307,0.000006880202,0.0001949076,0.0007477504,0.0001552162,0.0004202696,0.1102134,0.7262485,0.1610756],"study_design_scores_gemma":[0.0000021814,0.000007606518,0.0001527291,0.0001125249,0.000001103358,0.00005780134,0.0001233354,0.00001767674,0.00005492588,0.003238727,0.9962283,0.000003073563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001193059,0.005003992,0.002467312,0.01150383,0.007271547,0.0001310423,0.002418404,0.0006624371,0.9693484],"genre_scores_gemma":[0.01183466,0.005003465,0.002062639,0.00395114,0.002220797,0.0001508841,0.003262099,0.0004329341,0.9710814],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.528901,"threshold_uncertainty_score":0.6719655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03004585102910659,"score_gpt":0.306693676487342,"score_spread":0.2766478254582354,"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."}}