{"id":"W4407897359","doi":"10.2139/ssrn.5143782","title":"Weak identification robust tests for subvectors using implied probabilities","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Identification (biology); Statistics; Mathematics; Econometrics; Biology","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":[0.01167881,0.002130222,0.002246285,0.002964556,0.0008731863,0.003419497,0.002509123,0.003257776,0.009594465],"category_scores_gemma":[0.1187643,0.0008164,0.001433016,0.001624359,0.003069474,0.007588221,0.004943462,0.003832121,0.001587942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006800626,"about_ca_system_score_gemma":0.001907685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005172798,"about_ca_topic_score_gemma":0.0004030789,"domain_scores_codex":[0.9888,0.005703032,0.0007503217,0.001974944,0.001796902,0.0009748063],"domain_scores_gemma":[0.8338212,0.1492122,0.004893353,0.006948513,0.003510851,0.001613905],"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":[0.004595725,0.0005144958,0.0308051,0.0007809513,0.0009419803,0.0008442918,0.0003117883,0.3233803,0.01947342,0.398717,0.003695894,0.215939],"study_design_scores_gemma":[0.0002063998,0.0005865672,0.00431725,0.00007909091,0.0001066955,0.0001714973,0.00008959953,0.7283794,0.01096731,0.2538946,0.001112454,0.00008915665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08018214,0.0002190384,0.9151735,0.000705421,0.0001041835,0.00007952005,0.0004464052,0.0006020419,0.002487622],"genre_scores_gemma":[0.9297868,0.0001859017,0.06451036,0.000250689,0.0001532702,0.0002010052,0.001598883,0.000160623,0.003152361],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01167881,"threshold_uncertainty_score":0.06176412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196578582106988,"score_gpt":0.2452497141373442,"score_spread":0.2332839283162743,"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."}}