{"id":"W4231673458","doi":"10.1007/978-94-007-0753-5_101416","title":"Fixed Effects Models","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001705223,0.0002938301,0.0005283005,0.0004512598,0.0001050837,0.0002244184,0.0006433822,0.0003790113,0.001443848],"category_scores_gemma":[0.0002749855,0.0002025389,0.000343567,0.00006789729,0.00007164809,0.0001182678,0.00009850078,0.0002411012,0.003617365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001502881,"about_ca_system_score_gemma":0.00003719916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001265903,"about_ca_topic_score_gemma":0.00002924837,"domain_scores_codex":[0.9966118,0.00004855795,0.0006934976,0.0007081419,0.001726906,0.000211123],"domain_scores_gemma":[0.996822,0.001384791,0.0003334213,0.0009559453,0.0003668429,0.0001370264],"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":[0.000006820912,0.000003274108,0.000001584305,0.000008559909,0.00001845709,0.000003458604,0.00003594817,0.001417458,0.000004748716,0.8762696,0.02881994,0.09341011],"study_design_scores_gemma":[0.0001293824,0.00004224421,0.00000373732,0.00004929186,0.00002776877,0.00000244184,0.000006416074,0.09432043,0.000004810417,0.7679304,0.1372602,0.0002228365],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002923541,0.0001523382,0.302062,0.0001399948,0.0004398275,0.0001322949,0.000004767917,0.000098588,0.6969409],"genre_scores_gemma":[0.04098302,0.00009473098,0.002277274,0.0006696359,0.0001418767,0.000006933593,0.00001886221,0.00004053901,0.9557672],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2997848,"threshold_uncertainty_score":0.999469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.15106758041972,"score_gpt":0.3413394802590284,"score_spread":0.1902718998393084,"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."}}