{"id":"W2172281207","doi":"10.7202/028962ar","title":"Rational/Statistical Method of Test Validation","year":2005,"lang":"en","type":"article","venue":"Relations industrielles","topic":"Plant Ecology and Soil Science","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of British Columbia","funders":"","keywords":"Validation test; Test (biology); Statistical hypothesis testing; Factor (programming language); Computer science; Statistical analysis; Statistics; Test validity; Mathematics; Psychometrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1916051,0.002170797,0.003131004,0.006037736,0.002309622,0.005454371,0.004150605,0.002749244,0.01102532],"category_scores_gemma":[0.4375993,0.001222781,0.002952617,0.004179603,0.008924617,0.003345878,0.006258228,0.009142711,0.003804482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00250046,"about_ca_system_score_gemma":0.007919691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001774813,"about_ca_topic_score_gemma":0.001128376,"domain_scores_codex":[0.7280983,0.2113705,0.01139554,0.01450252,0.03294658,0.001686608],"domain_scores_gemma":[0.6283603,0.2561885,0.009810116,0.06703179,0.03747722,0.001132212],"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":[0.001066001,0.0003165391,0.005166283,0.002505153,0.0007481856,0.0003875209,0.003469798,0.009480452,0.002510278,0.4165397,0.0184759,0.5393342],"study_design_scores_gemma":[0.001199496,0.002116288,0.008162243,0.002687814,0.0007680038,0.0013111,0.001881281,0.1524522,0.01081171,0.6488004,0.1694473,0.0003621037],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00197245,0.0001514422,0.9889291,0.0003789116,0.0003315327,0.002292403,0.000262967,0.0006253448,0.005055702],"genre_scores_gemma":[0.04523326,0.0001547593,0.9395648,0.0003926857,0.0002046784,0.01187249,0.0002828586,0.0005073907,0.001787128],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1916051,"threshold_uncertainty_score":0.9968949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01980640248641605,"score_gpt":0.2714732328558331,"score_spread":0.251666830369417,"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."}}