{"id":"W2608513204","doi":"10.14288/1.0343401","title":"Harry Potter and the Academic Business Library","year":2017,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Management, Economics, and Public Policy","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harry potter; Management; History; Art history; Economics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002695227,0.00004626995,0.000214385,0.00006268609,0.0008341843,0.001344613,0.000865453,0.00008010736,0.0003826236],"category_scores_gemma":[0.00006425904,0.0001226496,0.0000678787,0.00009663645,0.0006687021,0.003887389,0.0009170462,0.0001383111,0.00008434602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008115921,"about_ca_system_score_gemma":0.00002162104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.144387,"about_ca_topic_score_gemma":0.04021694,"domain_scores_codex":[0.9993076,0.00001015756,0.0001122598,0.0002660412,0.0000907776,0.0002132201],"domain_scores_gemma":[0.9991323,0.0000235983,0.0003447005,0.000424167,0.00005513884,0.00002013371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004499742,0.00003676284,0.2148301,0.000346183,0.00009199672,0.00004617537,0.00008570871,0.00000188148,0.000004220948,0.002407082,0.186965,0.5951399],"study_design_scores_gemma":[0.00150146,0.000001361221,0.9149035,0.0000516133,0.00004217331,0.000004406804,0.0002252026,0.0003737437,1.862263e-8,0.00687081,0.07588988,0.0001358433],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8861878,0.00009875325,0.00004068699,0.008969342,0.0002516774,0.0002114793,0.00002270087,0.00006492258,0.1041526],"genre_scores_gemma":[0.9907591,0.0003647528,0.00002920882,0.00223247,0.0005103889,6.342456e-7,0.0000138561,0.00001509009,0.006074506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7000734,"threshold_uncertainty_score":0.9996921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116591853118782,"score_gpt":0.1663550770818068,"score_spread":0.155189158550619,"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."}}