{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1308532,0.001433052,0.001669867,0.003665345,0.002073499,0.004883785,0.004353161,0.003792203,0.003595532],"category_scores_gemma":[0.3076228,0.0008582089,0.001917495,0.007111298,0.01274813,0.006867094,0.003531453,0.01177555,0.00152104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003555539,"about_ca_system_score_gemma":0.009190736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008696442,"about_ca_topic_score_gemma":0.007191857,"domain_scores_codex":[0.8624935,0.1046326,0.004729988,0.006097137,0.02156478,0.0004819524],"domain_scores_gemma":[0.7003556,0.2593296,0.003950323,0.0117345,0.02388144,0.0007485327],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006215907,0.00002931609,0.002199381,0.0008285577,0.0001559297,0.000119162,0.001485522,0.00315855,0.0001888576,0.8359651,0.03213155,0.1236758],"study_design_scores_gemma":[0.00009418083,0.0001402395,0.003015021,0.001311983,0.00009449608,0.0004284259,0.001270192,0.02505897,0.0006619094,0.8319742,0.1358187,0.0001316842],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003683349,0.02022296,0.7958463,0.1568763,0.003559344,0.000251325,0.0006160837,0.0004559188,0.01848851],"genre_scores_gemma":[0.1397173,0.0179998,0.7956497,0.02713021,0.006509237,0.001902054,0.0003661105,0.0005444869,0.01018114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8691468,"threshold_uncertainty_score":0.6920263,"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."}}