{"id":"W4298206682","doi":"","title":"Agricultural land design modelling : a methodological proposal","year":2004,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Sustainable Agricultural Systems Analysis","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Saint-Laurent","funders":"","keywords":"Computer science; Agriculture; Geography; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007544576,0.0004806868,0.0005914536,0.00007592071,0.0004530185,0.0004332314,0.001331976,0.0004525515,0.000600357],"category_scores_gemma":[0.0009712825,0.0003402673,0.0003584811,0.0006218957,0.0002718991,0.0002155203,0.002117559,0.0007639218,0.0001880675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008088784,"about_ca_system_score_gemma":0.0001360732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01227348,"about_ca_topic_score_gemma":0.001494338,"domain_scores_codex":[0.9874863,0.009457865,0.0006288388,0.00113952,0.000723087,0.0005644127],"domain_scores_gemma":[0.9962694,0.001162493,0.0005674768,0.001197515,0.0005376347,0.0002654998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003140258,0.0007851381,0.00816554,0.0002158642,0.000278649,0.00005042816,0.01078108,0.9516003,0.005726732,0.0115285,0.001804098,0.009032308],"study_design_scores_gemma":[0.003601587,0.000007181101,0.08769275,0.005672176,0.001301188,0.0003262866,0.003337661,0.6724086,0.08765507,0.1196582,0.0114385,0.006900798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1953648,0.0003862154,0.7806312,0.005434314,0.0001056813,0.0009548686,0.00001299288,0.0002789521,0.01683093],"genre_scores_gemma":[0.7104969,0.0001252683,0.2816805,0.00003700765,0.00003346821,0.0001464815,0.0001725797,0.00002809805,0.007279692],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5151321,"threshold_uncertainty_score":0.9999049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03873085767818824,"score_gpt":0.2405416166034918,"score_spread":0.2018107589253036,"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."}}