{"id":"W4235540174","doi":"10.1002/gea.20196","title":"Book reviews","year":2007,"lang":"en","type":"article","venue":"Geoarchaeology","topic":"Archaeology and ancient environmental studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Humanities; Art history; History; Geography; Art; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005724911,0.00009599523,0.0001620301,0.00004893296,0.0001857116,8.279255e-7,0.0001475934,0.0000615649,0.01233017],"category_scores_gemma":[0.00003097591,0.00007374327,0.00004854217,0.00007352476,0.001113815,0.00006401721,0.00005589071,0.0001247739,0.003190765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002718314,"about_ca_system_score_gemma":0.000004301858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001685301,"about_ca_topic_score_gemma":0.002384359,"domain_scores_codex":[0.9990491,0.00005182959,0.0001853076,0.0002010194,0.00007524428,0.0004374947],"domain_scores_gemma":[0.9996288,0.0001116518,0.00004648227,0.0001215534,0.000003864317,0.00008763788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002780937,0.000005864738,0.8920624,0.000004407531,0.000006747304,0.00004333543,0.0004287246,0.00001200819,0.00001012787,0.0003826076,0.008080053,0.09893595],"study_design_scores_gemma":[0.00007182281,0.00006464464,0.4571899,0.000001623432,0.000002662303,0.00002747907,0.00003565542,0.00001165004,0.00004170203,0.00141337,0.5410815,0.00005790735],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5301611,0.3367883,0.01031273,0.005917086,0.001663335,0.0006766171,0.00002444014,0.0001627488,0.1142936],"genre_scores_gemma":[0.9389611,0.01270502,0.003633989,0.02414167,0.0003668552,0.000002876899,0.00008318472,0.000004958554,0.02010036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5330015,"threshold_uncertainty_score":0.9975854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01145067126273253,"score_gpt":0.2189846524090694,"score_spread":0.2075339811463368,"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."}}