{"id":"W7008768167","doi":"","title":"Conjugate gradient in Hilbert spaces","year":2004,"lang":"ca","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Advanced Optimization Algorithms Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unitary state; Context (archaeology); Boundary (topology); Domain (mathematical analysis)","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002228256,0.002104333,0.002347624,0.002052366,0.001657398,0.0003895117,0.001806702,0.002001787,0.001732222],"category_scores_gemma":[0.00557718,0.002387762,0.0007616626,0.002792744,0.0003342127,0.001775367,0.0005357256,0.004946,0.002188018],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005555871,"about_ca_system_score_gemma":0.0004488722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009234403,"about_ca_topic_score_gemma":0.005497457,"domain_scores_codex":[0.98763,0.001091767,0.003035422,0.002770908,0.002863898,0.002607982],"domain_scores_gemma":[0.992364,0.001317139,0.001697037,0.001990128,0.001510938,0.001120712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001439809,0.004173195,0.0001199004,0.005603334,0.001096353,0.001887757,0.0003676415,0.02329224,0.009529672,0.8525767,0.00002178385,0.09989163],"study_design_scores_gemma":[0.01886749,0.001647467,0.0009163614,0.01112147,0.001004423,0.000326461,0.006273599,0.006445002,0.1104513,0.7446005,0.08835906,0.009986857],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8523704,0.001647804,0.00004522463,0.0003105063,0.004072739,0.007558166,0.003737363,0.0009009896,0.1293568],"genre_scores_gemma":[0.8480842,0.006296999,0.06455935,0.000763121,0.0002455141,0.001501611,0.004531625,0.002074299,0.07194332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1079761,"threshold_uncertainty_score":0.9996423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0275057395495786,"score_gpt":0.3057184013752737,"score_spread":0.2782126618256952,"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."}}