{"id":"W300947135","doi":"10.1016/j.acalib.2007.11.014","title":"Book review","year":2008,"lang":"en","type":"article","venue":"The Journal of Academic Librarianship","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003245624,0.0002151822,0.0005041382,0.0001505898,0.0001969257,0.00001243629,0.001830325,0.0001817763,0.002213384],"category_scores_gemma":[0.0008241773,0.000122945,0.0002332676,0.0006031649,0.0002992105,0.002225432,0.0001127027,0.002678663,0.00185108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006271113,"about_ca_system_score_gemma":0.0004652859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001312352,"about_ca_topic_score_gemma":2.560847e-8,"domain_scores_codex":[0.9966114,0.0009370602,0.001132988,0.0001039613,0.0008288714,0.0003857065],"domain_scores_gemma":[0.997324,0.0006605371,0.001216205,0.0004175892,0.0001135373,0.0002681338],"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":[0.0001305485,0.00001397038,0.0006843964,0.00008651816,0.00005820912,0.00005376806,0.0004852044,0.000009706183,0.001102727,0.0002645784,0.9969057,0.0002046261],"study_design_scores_gemma":[0.0005778244,0.00009780157,0.003864675,0.002042053,0.0002347993,0.009195839,0.00003700933,0.000007458406,0.001619022,0.001182802,0.9809645,0.0001762377],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005582043,0.9500945,0.00008395744,0.03628976,0.000297953,0.0002519339,0.000007417754,0.00006502118,0.007327474],"genre_scores_gemma":[0.02603447,0.7939002,0.0003241623,0.1653484,0.002447942,0.000003167153,0.000002124082,0.0001684261,0.01177112],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1561943,"threshold_uncertainty_score":0.9996222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07058666602331214,"score_gpt":0.2892436434763572,"score_spread":0.218656977453045,"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."}}