{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001010699,0.0001089379,0.0001125433,0.001112981,0.002184216,0.004562184,0.001115386,0.00004689959,0.00001262134],"category_scores_gemma":[0.0001820315,0.00008544758,0.00004635667,0.0009553079,0.0001277537,0.00933099,0.0001851681,0.0001352185,0.00001028327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116782,"about_ca_system_score_gemma":0.003621115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001966401,"about_ca_topic_score_gemma":0.0001135039,"domain_scores_codex":[0.9984007,0.00001693942,0.0003499363,0.0001568461,0.0006535375,0.0004220014],"domain_scores_gemma":[0.9986984,0.00005209644,0.0001185852,0.0001398159,0.0004770001,0.0005141646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003110152,0.00004431635,0.4641405,0.00006957498,0.0000875237,0.00000936436,0.0312073,0.00003487547,0.00002710306,0.2462832,0.08073737,0.1773277],"study_design_scores_gemma":[0.001108125,0.0000955615,0.5688473,0.0001736613,0.000006480311,0.00002763332,0.002140472,0.0004937926,0.0002229467,0.01417948,0.4123645,0.0003399672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.743431,0.0005441814,0.09890533,0.00831665,0.008607751,0.00163196,0.00003936843,0.0001201002,0.1384037],"genre_scores_gemma":[0.987534,0.000005935425,0.001476272,0.003289711,0.00002887524,0.00003366895,0.00000167211,0.00000239003,0.007627482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3316272,"threshold_uncertainty_score":0.9991148,"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."}}