{"id":"W116711641","doi":"","title":"Data Evaluation in Environmental Research","year":2002,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Spectroscopy and Chemometric Analyses","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Principal component analysis; Presentation (obstetrics); Computer science; Principal (computer security); Component (thermodynamics); Data science; Data mining; Information retrieval; Management science; Engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1627139,0.001673121,0.003268301,0.01032099,0.002505501,0.01257518,0.002840071,0.003701322,0.006914468],"category_scores_gemma":[0.3038196,0.0007018319,0.00138335,0.01440963,0.00871964,0.00842421,0.005650695,0.003476341,0.002539776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004358289,"about_ca_system_score_gemma":0.006713472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001601769,"about_ca_topic_score_gemma":0.001172188,"domain_scores_codex":[0.7809398,0.1649903,0.0126869,0.00678518,0.03346853,0.001129367],"domain_scores_gemma":[0.6577617,0.2630677,0.01014439,0.02552282,0.04142096,0.002082421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002795825,0.0001346371,0.003219038,0.005771662,0.0002340141,0.0002996511,0.001575256,0.006487045,0.001176064,0.2649845,0.02193465,0.6939039],"study_design_scores_gemma":[0.0001463356,0.0007307609,0.005988768,0.007452087,0.0002470828,0.001027442,0.005134898,0.03353992,0.006524475,0.6181183,0.3208208,0.000268935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008963922,0.05223118,0.8610464,0.01796581,0.003159936,0.00312874,0.001542482,0.001741135,0.05022035],"genre_scores_gemma":[0.1664058,0.02187871,0.7959496,0.002805296,0.001402939,0.004095945,0.001376752,0.0005542284,0.005530744],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1627139,"threshold_uncertainty_score":0.8605235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1150418165317064,"score_gpt":0.3795582168879669,"score_spread":0.2645164003562605,"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."}}