{"id":"W7046926474","doi":"","title":"Educational selection in Northwestern Ontario / by Peter B. Worrell. --","year":2017,"lang":"en","type":"other","venue":"Knowledge Commons (Lakehead University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Socioeconomic status; Educational attainment; Selection (genetic algorithm); Educational institution; Educational research; Perspective (graphical); Higher education; Plan (archaeology)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005832323,0.0002707763,0.0002813722,0.0007245149,0.0001672474,0.00006931254,0.0006088255,0.0001420825,0.1958669],"category_scores_gemma":[0.000002086087,0.0003263941,0.0001091053,0.0002445672,0.00009985438,0.00003292229,0.0002563481,0.0005213612,0.0005081889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001562766,"about_ca_system_score_gemma":0.0008565636,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1175046,"about_ca_topic_score_gemma":0.991873,"domain_scores_codex":[0.9988859,0.00008867765,0.0001268383,0.0004086764,0.0001595213,0.0003304315],"domain_scores_gemma":[0.9991907,0.00006023526,0.0001490158,0.0003886643,0.00007195414,0.0001394248],"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":[0.00001058489,0.0003428338,0.2763181,0.00001779429,0.00004617943,0.00000331495,0.0001787198,1.03403e-7,0.00001241059,0.001020906,0.7017222,0.02032685],"study_design_scores_gemma":[0.0006888296,0.00002974401,0.0393265,0.0001774075,0.00002829865,3.544138e-7,0.00002399825,0.000006666201,0.000004430838,0.00001730898,0.9594138,0.0002827107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003973327,0.0001025309,0.00008076549,0.0001326362,0.0002506641,0.0003924674,0.00008970219,0.00003332255,0.9949446],"genre_scores_gemma":[0.03842852,7.569747e-7,0.00001233488,8.300192e-7,0.0002540537,0.000007155626,0.0003149767,0.00007212857,0.9609092],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8743685,"threshold_uncertainty_score":0.9999188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01614484135810961,"score_gpt":0.2461452581848377,"score_spread":0.2300004168267281,"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."}}