{"id":"W4312317658","doi":"10.2307/j.ctv1smjspc.6","title":"INTRODUCTORY","year":2009,"lang":"en","type":"book-chapter","venue":"Man and Nature","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007656087,0.0002886462,0.0002620054,0.0001837528,0.00004732138,0.00002756417,0.0001275457,0.001172554,0.0007341913],"category_scores_gemma":[0.00001124469,0.0002562569,0.00007240583,0.00001574196,0.00007607089,0.00003293696,0.00004703247,0.001884128,0.002139576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004497405,"about_ca_system_score_gemma":0.00001883912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.875507e-7,"about_ca_topic_score_gemma":0.00001047443,"domain_scores_codex":[0.9991379,0.000006501118,0.0001034262,0.0003904225,0.0002082649,0.0001534523],"domain_scores_gemma":[0.9994449,0.000009676938,0.00007310777,0.000351593,0.00004179745,0.00007890436],"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":[0.00003790119,0.000006212686,0.000002378098,0.00002541342,0.00005779788,0.00007382935,0.00003002126,4.450117e-8,0.0001511537,0.1817218,0.7893268,0.02856664],"study_design_scores_gemma":[0.0001527721,0.00003038829,0.0003778353,0.00005444377,0.0000559333,0.00003054336,9.325523e-7,3.661685e-7,0.00002851096,0.02345173,0.9755351,0.0002814551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009316482,0.03149002,5.245707e-8,0.0004016315,0.0003073532,0.0001321571,0.000107073,0.0001434902,0.967325],"genre_scores_gemma":[0.001809143,0.0004099958,0.00006133001,0.00124905,0.001704926,5.378624e-7,0.0001579588,0.0001171068,0.99449],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1862083,"threshold_uncertainty_score":0.999989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004797175057357729,"score_gpt":0.2082832704429425,"score_spread":0.2034860953855847,"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."}}