{"id":"W4389068366","doi":"10.4236/oalib.1110899","title":"Model Forests: Case Study in Calakmul, Campeche, Mexico","year":2023,"lang":"en","type":"article","venue":"OALib","topic":"Archaeology and Natural History","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Instituto Nacional de Investigaciones Forestales, Agrícolas y Pecuarias; International Development Research Centre","keywords":"Geography; Fishery; Biology","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006686838,0.00006034756,0.00009890515,0.000122354,0.0003780705,0.000001693205,0.0001464242,0.0001437726,0.00005179276],"category_scores_gemma":[0.0001233799,0.00005738782,0.00002825261,0.0004265468,0.0002688402,0.0001110909,0.00007376076,0.0002618377,0.0001179516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086846,"about_ca_system_score_gemma":0.0001166532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01019349,"about_ca_topic_score_gemma":0.3721671,"domain_scores_codex":[0.9991299,0.0001759451,0.0001087347,0.0001669937,0.0001556536,0.0002627869],"domain_scores_gemma":[0.9996569,0.0001137593,0.00002367937,0.0001193253,0.00001878153,0.00006758984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004458785,0.0002398133,0.5595167,0.000008439124,0.00002158308,0.01265737,0.366555,0.001282016,0.00001776486,0.01379852,0.0355367,0.01032144],"study_design_scores_gemma":[0.00530798,0.0006003802,0.1597196,0.00006416745,0.00009959147,0.0002339639,0.3266141,0.04908374,0.00007244383,0.2780049,0.1782696,0.00192951],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910274,0.0001800909,0.00001913323,0.0008131852,0.0002116588,0.0002363043,0.00000273793,0.000139291,0.007370162],"genre_scores_gemma":[0.9916378,0.00004735622,0.00009171757,0.0001258538,0.00005202823,0.00002891328,0.000002092444,0.000006721686,0.008007497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3997972,"threshold_uncertainty_score":0.9963977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06692237132643687,"score_gpt":0.367614344557551,"score_spread":0.3006919732311141,"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."}}