{"id":"W4252148511","doi":"10.4095/300987","title":"Model Forests","year":2010,"lang":"en","type":"report","venue":"","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forestry; Environmental science; Computer science; Geography","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":[0.002217294,0.0001472853,0.000282917,0.0002684716,0.000101659,0.0002087906,0.0009137162,0.0004698403,0.00329737],"category_scores_gemma":[0.001854113,0.00009616798,0.0002016248,0.000347416,0.00005092948,0.00008699126,0.0001665082,0.0003912376,0.0008199902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003908077,"about_ca_system_score_gemma":0.0007822022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008977083,"about_ca_topic_score_gemma":0.0006379057,"domain_scores_codex":[0.9960331,0.00001265042,0.0006926333,0.0005023059,0.002614258,0.0001450681],"domain_scores_gemma":[0.996205,0.0003934528,0.0003349276,0.001401266,0.00156746,0.00009785212],"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":[5.126151e-7,0.00001522316,0.0006563369,0.000001298993,0.000002700605,3.837712e-7,0.000007461626,0.0004128601,0.00002592098,0.007381409,0.9002275,0.09126835],"study_design_scores_gemma":[0.000018866,0.000003117796,0.0006367164,0.000002803369,0.000004837723,0.000004194969,0.000002748725,0.04606563,0.0001178636,0.2241711,0.728864,0.0001081287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005675922,0.00002290116,0.1901545,0.000449965,0.0002482061,0.000251689,0.00004179082,0.0001923711,0.808071],"genre_scores_gemma":[0.2950042,0.0000523778,0.0226756,0.0001895199,0.0003262452,0.00009592918,0.00003938238,0.0000280843,0.6815887],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2944366,"threshold_uncertainty_score":0.999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4683347812055084,"score_gpt":0.5490399465803347,"score_spread":0.08070516537482636,"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."}}