{"id":"W2376749417","doi":"","title":"The Research Development and Technical Framework of Functional Data Analysis","year":2012,"lang":"en","type":"article","venue":"Tongji yu xinxi luntan","topic":"Industrial Technology and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Functional data analysis; Data science; Multivariate analysis; Focus (optics); Computer science; Statistical analysis; Operations research; Order (exchange); Management science; Mathematics; Engineering; Statistics; Economics; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02362046,0.001441991,0.001335365,0.008087015,0.001629552,0.006067391,0.002529639,0.002804508,0.004588803],"category_scores_gemma":[0.0416014,0.0007527465,0.001888602,0.009062198,0.01092042,0.009692729,0.00315059,0.00521134,0.001745839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005468611,"about_ca_system_score_gemma":0.007822663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004931142,"about_ca_topic_score_gemma":0.001588427,"domain_scores_codex":[0.9834914,0.009200515,0.001125156,0.002445514,0.003336092,0.0004013411],"domain_scores_gemma":[0.96244,0.02602874,0.001886409,0.003063579,0.006111756,0.000469525],"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":[0.00001205618,0.00002487815,0.0009010026,0.0002728197,0.0000251949,0.00007203774,0.0003339367,0.00213134,0.0002172828,0.9309069,0.003675033,0.06142743],"study_design_scores_gemma":[0.00001856262,0.00006644513,0.001301114,0.0005908416,0.0000389669,0.000352277,0.0003718988,0.01896303,0.0007556594,0.8463442,0.1311308,0.00006616677],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002415676,0.01482237,0.9397426,0.01192531,0.000845573,0.0001903731,0.0004645589,0.0002463526,0.02934728],"genre_scores_gemma":[0.1468479,0.03569867,0.7940083,0.006209957,0.004471517,0.001597033,0.0008332716,0.0003766193,0.009956891],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02362046,"threshold_uncertainty_score":0.1249184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09552662563757866,"score_gpt":0.3253520393790301,"score_spread":0.2298254137414515,"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."}}