{"id":"W4385590542","doi":"10.59962/9780774865982","title":"Bead by Bead","year":2021,"lang":"en","type":"book","venue":"University of British Columbia Press eBooks","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bead; Magnetic bead; Chemistry; Chromatography; Materials science; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005381377,0.0004217045,0.0003834009,0.00101066,0.005204875,0.008261309,0.000783631,0.00285511,0.1638186],"category_scores_gemma":[0.002435144,0.0002872586,0.0002608509,0.001318364,0.003301941,0.005898331,0.002858147,0.003587497,0.05713854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005531305,"about_ca_system_score_gemma":0.003623267,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06563801,"about_ca_topic_score_gemma":0.1639766,"domain_scores_codex":[0.9993412,0.0001057753,0.00002013248,0.0001376692,0.0002876133,0.000107638],"domain_scores_gemma":[0.9994175,0.0001403886,0.00002697574,0.00006652655,0.0001941218,0.0001545025],"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":[0.000007008917,0.000007314029,0.0001332882,0.00004965208,0.000001119011,0.00004938795,0.001402223,0.00001963831,0.00007984775,0.09370157,0.8733307,0.03121836],"study_design_scores_gemma":[4.987277e-7,8.649188e-7,0.00008020328,0.00003308531,3.467416e-7,0.00003179162,0.0004745056,0.00001000378,0.00001788877,0.002045711,0.9973031,0.00000185023],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001073723,0.01734439,0.001134567,0.06157727,0.01536442,0.00003301774,0.0002551561,0.0003224199,0.9028949],"genre_scores_gemma":[0.005304032,0.002768595,0.0003362852,0.005453418,0.0004183145,0.00001340717,0.00004548326,0.0001692833,0.9854912],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.934362,"threshold_uncertainty_score":0.5480279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199308678652758,"score_gpt":0.2140078517403742,"score_spread":0.2020147649538466,"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."}}