{"id":"W2755364376","doi":"","title":"A Joint Last Lecture: Rich Emery & Malcolm Greenlees","year":2016,"lang":"en","type":"article","venue":"DigitalCommons - Linfield (Linfield College)","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Joint (building); History; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002900044,0.0004168426,0.000419388,0.0004316207,0.0003136539,0.0005151957,0.0005988179,0.0002912036,0.002211387],"category_scores_gemma":[0.0005054678,0.0003135959,0.0003049883,0.0007743306,0.0001070076,0.001483953,0.0003527491,0.0002991096,0.001276561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004936882,"about_ca_system_score_gemma":0.0001176022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001995033,"about_ca_topic_score_gemma":0.0006845732,"domain_scores_codex":[0.9976952,0.00001434371,0.0006271493,0.0005510736,0.0004648927,0.0006473337],"domain_scores_gemma":[0.9982614,0.0002699245,0.0003108364,0.0007607698,0.0003363063,0.00006076799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001276473,0.0004480616,0.08521777,0.0002053731,0.0002424973,0.00007032658,0.000121282,0.00002516709,0.0006787058,0.2201755,0.6311034,0.06158423],"study_design_scores_gemma":[0.001338004,0.00004875608,0.01063313,0.0002115328,0.00007910864,0.00002026469,0.0006892801,0.0001093957,0.001056322,0.007762923,0.977063,0.0009882739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1976013,0.0002007534,0.002673899,0.03295061,0.002821836,0.0006520409,0.00003609585,0.0007503875,0.7623131],"genre_scores_gemma":[0.9794567,0.0000173543,0.0001070138,0.01148943,0.002271008,0.00007496135,0.00002632871,0.00004974062,0.006507434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7818554,"threshold_uncertainty_score":0.9999316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01980503314981163,"score_gpt":0.2195255241640021,"score_spread":0.1997204910141904,"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."}}