{"id":"W7055692771","doi":"","title":"A Critique of Partial Least Squares, and a Preliminary Assessement of an Alternative Estimation Method","year":2007,"lang":"en","type":"article","venue":"Carleton University's Institutional Repository (MacOdrum Library, Carleton University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nucleofection; TSG101; Gestational period; Diafiltration; Fusible alloy; Proteogenomics; Hyporeflexia; Articular cartilage damage","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00024829,0.0002435,0.0003316581,0.0007388259,0.0003729064,0.00003669173,0.0004619948,0.0001104672,0.001272817],"category_scores_gemma":[0.00001243476,0.0003010513,0.0001547415,0.0005895325,0.0005044935,0.0007353403,0.0004301159,0.0002526334,0.000001219819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007551911,"about_ca_system_score_gemma":0.0006789304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002051574,"about_ca_topic_score_gemma":0.000018464,"domain_scores_codex":[0.9980513,0.0002815236,0.0003395501,0.0004929669,0.0005231267,0.0003114816],"domain_scores_gemma":[0.9985858,0.0002254683,0.0003082972,0.0003220498,0.0002588479,0.0002995761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003860977,0.00157176,0.02508613,0.0004436796,0.0007267277,0.001600179,0.001531745,0.00650799,0.06754576,0.7986563,0.001160943,0.0913078],"study_design_scores_gemma":[0.01103666,0.003508857,0.07860813,0.0008150044,0.001143683,0.0001061554,0.0280496,0.0499927,0.5370575,0.0007738535,0.2869953,0.0019126],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6745158,0.0000506491,0.08544181,0.0001989011,0.000229538,0.0005628723,0.0001791759,0.0000577785,0.2387634],"genre_scores_gemma":[0.9851003,0.00001437279,0.006608348,0.0000194296,0.0001125159,6.051932e-7,0.0001222805,0.00001334581,0.008008752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7978824,"threshold_uncertainty_score":0.9999442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008002550786868344,"score_gpt":0.2450114128883625,"score_spread":0.2370088621014942,"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."}}