{"id":"W4404995388","doi":"10.1016/b978-0-323-95299-6.00013-5","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"Protistology","topic":"Protist diversity and phylogeny","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Geology","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":[0.0003762727,0.001080358,0.0004972836,0.002098377,0.00127229,0.002885091,0.001161165,0.00114572,0.206298],"category_scores_gemma":[0.001376097,0.0002888798,0.0003833517,0.001797962,0.001215988,0.003698349,0.001737468,0.002231114,0.1182457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001603729,"about_ca_system_score_gemma":0.001082679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002186718,"about_ca_topic_score_gemma":0.003364754,"domain_scores_codex":[0.9995208,0.00007726348,0.00002645684,0.000119535,0.0002158975,0.00004004335],"domain_scores_gemma":[0.9994922,0.0001307109,0.0000337019,0.00006479686,0.0001981149,0.00008047381],"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":[0.00002490406,0.00002488977,0.000125292,0.0002316832,0.00000308144,0.0001088792,0.0005476154,0.0001635133,0.0005898705,0.1367318,0.7475308,0.1139178],"study_design_scores_gemma":[5.232813e-7,0.000002353923,0.0000403083,0.00004630815,3.818486e-7,0.00008653317,0.00003688305,0.00001535444,0.00003158471,0.004186031,0.9955521,0.000001503981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006841618,0.01489197,0.005705859,0.004266712,0.00706455,0.0001016073,0.001593638,0.0005225158,0.9651691],"genre_scores_gemma":[0.003013539,0.005790147,0.003486279,0.002456288,0.00144763,0.00007217134,0.001391552,0.0003802894,0.981962],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.206298,"threshold_uncertainty_score":0.6901355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008577680097430592,"score_gpt":0.2111301525140028,"score_spread":0.2025524724165722,"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."}}