{"id":"W4408270906","doi":"10.29173/pathfinder106","title":"Google Books","year":2025,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006879544,0.002003666,0.001715016,0.01020158,0.002476401,0.0116453,0.00325366,0.002886095,0.6579054],"category_scores_gemma":[0.004884961,0.0008954066,0.001159239,0.01142618,0.000982014,0.007877105,0.004271376,0.002387368,0.7422178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002174627,"about_ca_system_score_gemma":0.005410932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01684844,"about_ca_topic_score_gemma":0.03373498,"domain_scores_codex":[0.9982875,0.0000731217,0.00009307724,0.0002431493,0.001095862,0.0002071952],"domain_scores_gemma":[0.9975083,0.0001941983,0.0001124748,0.0004303822,0.001172004,0.0005825665],"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":[0.00001671944,0.00001476291,0.0001141484,0.0003411536,0.00000437384,0.00006939421,0.00006898544,0.00003228916,0.000174492,0.005184114,0.930908,0.06307157],"study_design_scores_gemma":[0.000004679971,0.000003111717,0.0002381271,0.00007552996,0.000001887026,0.00006431792,0.00004755504,0.00002538991,0.00006015964,0.001029381,0.998441,0.000008638778],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003292466,0.002462994,0.00134293,0.001835755,0.0008369671,0.0001928151,0.03505319,0.01618271,0.9417633],"genre_scores_gemma":[0.00247795,0.0061218,0.004518638,0.002220617,0.0006862229,0.0002189012,0.08600976,0.008114202,0.8896318],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9883547,"threshold_uncertainty_score":0.4879564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02477454510376024,"score_gpt":0.2965468957112076,"score_spread":0.2717723506074474,"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."}}