{"id":"W4409595526","doi":"10.63485/n7mt7-q7774","title":"Major Canadian book-scanning project","year":2005,"lang":"en","type":"preprint","venue":"","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002144736,0.0009261257,0.0004971381,0.004770269,0.01433723,0.007867571,0.002018443,0.001521544,0.1365486],"category_scores_gemma":[0.004379311,0.0005221091,0.0005310716,0.006810405,0.001596442,0.001860343,0.002332873,0.00159709,0.03921505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05072628,"about_ca_system_score_gemma":0.1945295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9823548,"about_ca_topic_score_gemma":0.9903347,"domain_scores_codex":[0.9970044,0.0001164618,0.0000365987,0.000297212,0.001901329,0.0006439333],"domain_scores_gemma":[0.9921595,0.0002556011,0.00007198218,0.0003123461,0.005462734,0.001737746],"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":[0.00003553923,0.00002364901,0.0008839829,0.00004859157,0.000004099747,0.00005724689,0.0004754079,0.00004435208,0.000523785,0.01382266,0.9382132,0.04586737],"study_design_scores_gemma":[0.000005715513,0.000004185361,0.002118823,0.00002333868,0.000005634431,0.00002907148,0.0005700949,0.00008414542,0.0004798693,0.0003467137,0.996322,0.00001030797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01053887,0.003587549,0.00301458,0.03066495,0.001391039,0.0005731219,0.04079508,0.003169525,0.9062653],"genre_scores_gemma":[0.02215527,0.002426577,0.005277853,0.003435686,0.00008293953,0.0001375683,0.01609029,0.0007287466,0.949665],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9921324,"threshold_uncertainty_score":0.4568005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318500354608879,"score_gpt":0.2336650278817185,"score_spread":0.2104800243356297,"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."}}