{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006245259,0.0002431255,0.0001842446,0.0007913038,0.005146799,0.001479344,0.001061461,0.001320877,0.003051036],"category_scores_gemma":[0.0009029735,0.0001701569,0.0001766562,0.001588182,0.001466078,0.0007383557,0.001321596,0.0006348708,0.0001011349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005139148,"about_ca_system_score_gemma":0.0026111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1901746,"about_ca_topic_score_gemma":0.4865934,"domain_scores_codex":[0.9995866,0.0001441777,0.000009098191,0.00004635374,0.00005292436,0.0001609292],"domain_scores_gemma":[0.9995878,0.0001626032,0.00006394408,0.00003146116,0.00004418747,0.0001099725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001607721,0.008211546,0.5285364,0.00121079,0.0001776846,0.08568977,0.1204425,0.02878761,0.006224164,0.06349356,0.01988219,0.1357362],"study_design_scores_gemma":[0.0003701641,0.001901766,0.4230326,0.0006306641,0.0001416517,0.006657621,0.4198828,0.024138,0.002614976,0.005114892,0.1154124,0.0001024974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886295,0.0001922809,0.0004253528,0.0004196022,0.000006892598,0.0001020786,0.0001436154,0.00001087311,0.01006987],"genre_scores_gemma":[0.9948084,0.0004031154,0.001238902,0.00006455758,0.000006574042,0.0001151793,0.0001485977,0.000004413784,0.003210398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1901746,"threshold_uncertainty_score":0.3781353,"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."}}