{"id":"W4210542816","doi":"10.47004/wp.cem.2022.0622","title":"Time-varying linear transformation models with fixed effects and endogeneity for short panels","year":2022,"lang":"en","type":"report","venue":"","topic":"Magnetic Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Social Sciences and Humanities Research Council of Canada; Canada Research Chairs","keywords":"Endogeneity; Fixed effects model; Transformation (genetics); Econometrics; Mathematics; Economics; Panel data; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01305193,0.001355402,0.00213302,0.001203932,0.001178543,0.002782556,0.003048874,0.002860462,0.0139286],"category_scores_gemma":[0.04365237,0.001235912,0.00286149,0.003182263,0.002300252,0.00420318,0.002310449,0.004611679,0.002348239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001703599,"about_ca_system_score_gemma":0.001941841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01820371,"about_ca_topic_score_gemma":0.01566901,"domain_scores_codex":[0.9916802,0.005454196,0.0003274435,0.001482503,0.0005277766,0.000527938],"domain_scores_gemma":[0.9551357,0.03384963,0.005219361,0.004501993,0.0009961243,0.0002971757],"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":[0.0002380013,0.0002545542,0.03379245,0.000325389,0.001419244,0.001068154,0.0006857678,0.4234674,0.0008148588,0.4606121,0.009838727,0.06748338],"study_design_scores_gemma":[0.0001542289,0.0002006223,0.01145301,0.0001054357,0.0004459154,0.0002309026,0.0002818353,0.6073402,0.0006812263,0.3621721,0.01682029,0.0001142233],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03652477,0.001120332,0.9522232,0.001771915,0.0002036621,0.0002699511,0.002783406,0.0005339733,0.004568847],"genre_scores_gemma":[0.7545295,0.00466312,0.1768986,0.00145305,0.0008935772,0.002524601,0.008302789,0.00036365,0.05037115],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01820371,"threshold_uncertainty_score":0.06902599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05753912884122508,"score_gpt":0.2750536650396622,"score_spread":0.2175145361984371,"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."}}