{"id":"W7048544845","doi":"","title":"The Librarian's Survival Guide to the 'Big Deal': Tools for Unbundling","year":2016,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Photocathodes and Microchannel Plates","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unbundling; Liberian dollar; Work (physics); Cost–benefit analysis; Process (computing); Citation","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":[],"consensus_categories":[],"category_scores_codex":[0.0005926334,0.0002977257,0.0002304277,0.0001341805,0.0005306327,0.0006249435,0.001249194,0.0001415176,0.000005699434],"category_scores_gemma":[0.0001062262,0.000183796,0.0001596824,0.0002970352,0.00006651087,0.001143044,0.0002871926,0.0002334398,0.0001675128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00016451,"about_ca_system_score_gemma":0.00006405082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003456829,"about_ca_topic_score_gemma":0.002059125,"domain_scores_codex":[0.9984305,0.00009791025,0.0002497506,0.0003584699,0.0001980339,0.0006653403],"domain_scores_gemma":[0.9979946,0.001015151,0.00006260401,0.0006108374,0.0001014136,0.0002154029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001972083,0.0002480879,0.3385873,0.0005452397,0.002037491,0.0004304844,0.00548667,0.009269294,0.3225749,0.007979299,0.0009542638,0.3099149],"study_design_scores_gemma":[0.001852025,0.0001745577,0.0612921,0.0003549829,0.0001220589,0.00002991961,0.001016227,0.00001068953,0.05796229,0.0004847077,0.8757851,0.0009153355],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.946566,0.0001812187,0.04955236,0.001066259,0.001008178,0.0007605122,0.0001023308,0.0003317077,0.0004314387],"genre_scores_gemma":[0.9870248,0.000234572,0.0001947605,0.000316386,0.0004729088,0.0000158402,0.00001111939,0.00009986429,0.01162975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8748308,"threshold_uncertainty_score":0.7494981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09084458173673077,"score_gpt":0.2882246329884293,"score_spread":0.1973800512516985,"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."}}