{"id":"W7038232218","doi":"","title":"Heis, Richard (Birth, 1895-04-28)","year":2012,"lang":"en","type":"other","venue":"Spectrum Research Repository (Concordia University)","topic":"Coleoptera Taxonomy and Distribution","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Natural (archaeology); Work (physics); Context (archaeology); Perspective (graphical)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003650957,0.0003282786,0.0003748263,0.0002197942,0.000611773,0.0001472268,0.0008277512,0.0005119045,0.00595635],"category_scores_gemma":[0.00003108456,0.0001807727,0.0002598779,0.001063086,0.00032478,0.0001853887,0.0004043573,0.0007604214,0.0005568897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004195242,"about_ca_system_score_gemma":0.00011741,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03353536,"about_ca_topic_score_gemma":0.04122403,"domain_scores_codex":[0.9970022,0.0005191224,0.0001834775,0.0006820867,0.0005927769,0.001020365],"domain_scores_gemma":[0.9987783,0.0001945633,0.0001750363,0.0002560264,0.00009297959,0.000503026],"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":[0.000540862,0.0007287477,0.2441082,0.0001686803,0.0004090346,0.001151324,0.00006024425,5.366389e-7,0.005764659,0.01047003,0.6566675,0.0799301],"study_design_scores_gemma":[0.0001936941,0.0002170627,0.02636085,0.00005352575,0.00002658719,0.00001769905,0.0002019465,0.000001889068,0.0009479118,0.00006387119,0.9715404,0.0003745875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07516614,0.0006186914,0.000008139531,0.0005658246,0.0006651254,0.000556223,0.0001927867,0.0003216743,0.9219054],"genre_scores_gemma":[0.5290238,0.000257326,0.00000502327,0.00001140325,0.001859835,0.00000441926,0.0001346295,0.000006945036,0.4686966],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4538577,"threshold_uncertainty_score":0.9949523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03252850677339155,"score_gpt":0.2366896575910814,"score_spread":0.2041611508176898,"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."}}