{"id":"W4212833776","doi":"10.1016/j.aodf.2006.02.034","title":"Cliff Litvak","year":2006,"lang":"en","type":"article","venue":"Alpha Omegan","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cliff; Geology; Paleontology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001996815,0.0001476951,0.0001486966,0.0001200957,0.00008242961,0.00005390085,0.0002150235,0.00006354573,0.0006311649],"category_scores_gemma":[0.00003362899,0.0001440129,0.00007593719,0.0004262578,0.00007556394,0.0001815592,0.00004482297,0.0001125975,0.03438091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007187903,"about_ca_system_score_gemma":0.00002785507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004284412,"about_ca_topic_score_gemma":0.0002147002,"domain_scores_codex":[0.9988012,0.00004444535,0.0002113061,0.0002645958,0.0002684024,0.0004100446],"domain_scores_gemma":[0.9993315,0.00004698102,0.00006511891,0.000422145,0.00004900265,0.0000852048],"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":[0.00008253556,0.000687385,0.08926932,0.00002491764,0.00007213595,0.0001707224,0.0002694209,0.00006617654,0.1493107,0.07042602,0.6823742,0.007246461],"study_design_scores_gemma":[0.0008420799,0.00005617811,0.1583382,0.00000952175,0.00002795048,0.00002675607,0.00003140547,0.0001164344,0.01875059,0.006307144,0.8151522,0.0003415758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7443393,0.0001946444,0.00002312782,0.0002820197,0.000174324,0.0001245041,0.00003334626,0.0004806405,0.254348],"genre_scores_gemma":[0.9876153,0.000001689712,0.0003926687,0.0001907193,0.0004933036,0.00001312858,0.00005092297,0.00009333809,0.01114889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.243276,"threshold_uncertainty_score":0.9663709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004957130765829396,"score_gpt":0.2161420829260975,"score_spread":0.2111849521602681,"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."}}