{"id":"W2067476155","doi":"10.1108/08880450310473135","title":"Managing library association finances, two scenarios: American Association of Law Libraries and the Metropolitan Toronto Lawyers Association","year":2003,"lang":"en","type":"article","venue":"The Bottom Line Managing Library Finances","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Medical Association","funders":"","keywords":"Association (psychology); Metropolitan area; Trade association; Professional association; Accountability; Political science; Accounting; Business; Public administration; Management; Law; Medicine; Psychology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003129157,0.0002332321,0.0004213668,0.00009418111,0.001582291,0.001207283,0.000572024,0.0001178386,0.0002153078],"category_scores_gemma":[0.001850421,0.0001757638,0.0001311588,0.001231678,0.0005167088,0.008025093,0.00012264,0.0005405046,0.00001289535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006235875,"about_ca_system_score_gemma":0.0005373035,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01899661,"about_ca_topic_score_gemma":0.002610921,"domain_scores_codex":[0.9959249,0.001794986,0.0006263252,0.0003390781,0.0007636209,0.0005510625],"domain_scores_gemma":[0.9941134,0.003476912,0.001885792,0.0003400042,0.0001131983,0.00007068594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004771153,0.00005256677,0.04308029,0.00001892845,0.0001291311,4.827938e-7,0.007978631,0.00003319831,0.000001879958,0.9206287,0.02510729,0.002921235],"study_design_scores_gemma":[0.0008560587,0.00004508027,0.006969366,0.00006111251,0.0001461221,4.621345e-7,0.01614213,0.0002736353,0.0001424674,0.125984,0.8490841,0.0002954254],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02291326,0.004485761,0.00008604253,0.4569297,0.001223435,0.0006457606,0.0000430737,0.0003269914,0.513346],"genre_scores_gemma":[0.9299051,0.006871162,0.002822205,0.007053029,0.0006757067,0.00006805899,0.00004544785,0.00004513921,0.05251418],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9069918,"threshold_uncertainty_score":0.9998295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310634844945676,"score_gpt":0.2843996107897428,"score_spread":0.2712932623402861,"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."}}