{"id":"W4255470335","doi":"10.1080/02601370600989467","title":"Book reviews","year":2006,"lang":"en","type":"article","venue":"International Journal of Lifelong Education","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sociology; Epistemology; Pedagogy; Engineering ethics; Philosophy; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007163941,0.0001129193,0.0001827228,0.0004455748,0.00003169685,0.00010028,0.0004901272,0.00004189313,0.0007093006],"category_scores_gemma":[0.0003400063,0.00009911081,0.0001678998,0.0001463729,0.00003354375,0.000786529,0.00002154374,0.000170572,0.001132939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004088083,"about_ca_system_score_gemma":0.0005155913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006582559,"about_ca_topic_score_gemma":0.00001028148,"domain_scores_codex":[0.9981708,0.0001026191,0.0008593458,0.0001033834,0.0006483825,0.000115476],"domain_scores_gemma":[0.9973575,0.00005845031,0.001123065,0.0001276871,0.001262293,0.00007095],"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":[0.00004302536,0.0003964589,0.006671097,0.000004754477,0.00003674318,0.000007015448,0.00009192236,0.00004623624,0.004928422,0.00139231,0.9745339,0.01184812],"study_design_scores_gemma":[0.0002930915,0.00002719412,0.0376312,0.0001794076,0.00002500826,0.0004091898,0.00003364502,0.00001306036,0.0016347,0.001524728,0.9581314,0.00009739367],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.573811,0.2321735,0.005726883,0.0487753,0.05562198,0.001101551,0.00005476041,0.0001813515,0.0825536],"genre_scores_gemma":[0.9332139,0.001961855,0.01008445,0.008993703,0.02387593,0.00002744627,0.0001117719,0.0001014046,0.02162953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3594029,"threshold_uncertainty_score":0.9996448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355587192944552,"score_gpt":0.3415506618589646,"score_spread":0.3279947899295191,"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."}}