{"id":"W4387681096","doi":"10.1007/978-3-031-23265-7_4","title":"Contemplating the Future","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Theme (computing); Geography; Population; Subspecies; Sociology; Ecology; Biology; Computer science; Demography","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":[0.003376822,0.0003866743,0.0004951452,0.0005466559,0.008716685,0.007862302,0.001550744,0.005127262,0.02265526],"category_scores_gemma":[0.004101787,0.0002560855,0.0003054508,0.0005247231,0.02312439,0.01089117,0.005954534,0.01033291,0.005073411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003876628,"about_ca_system_score_gemma":0.01293388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03088328,"about_ca_topic_score_gemma":0.07687266,"domain_scores_codex":[0.9980085,0.0009477151,0.00002532647,0.0001747511,0.0004345946,0.0004091046],"domain_scores_gemma":[0.9986619,0.0004464948,0.00004735251,0.0001244135,0.0002525755,0.0004672394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009501939,0.00003312251,0.00008749787,0.00006525729,0.000002387365,0.00005581219,0.01115244,0.00004265294,0.0001028623,0.7808042,0.1862149,0.02142943],"study_design_scores_gemma":[0.000003765743,0.000008891715,0.0001351573,0.0002006379,0.000001873087,0.00003302114,0.00941404,0.00004886206,0.00003088164,0.1027023,0.8874135,0.000007042168],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0027995,0.02105269,0.001483339,0.2054927,0.01236322,0.00004375725,0.00002116451,0.00005257158,0.756691],"genre_scores_gemma":[0.05347166,0.008867646,0.002370745,0.09117326,0.003589928,0.0001119203,0.00002433883,0.00008993879,0.8403006],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03088328,"threshold_uncertainty_score":0.07578933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0962896075737409,"score_gpt":0.3857161681998914,"score_spread":0.2894265606261505,"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."}}