{"id":"W6921967679","doi":"10.11575/prism/37051","title":"An Integrated Software Environment for Object-Based Cellular Automata: An Application to the Study of Land-Use Changes","year":2019,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Representation (politics); Geographic information system; Calibration; Cellular automaton; Software; Computation; Change detection; Spatial analysis; Object (grammar); Scaling","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008178748,0.0009437887,0.000862268,0.0006987323,0.0005270869,0.001251556,0.002338492,0.0009540338,0.009404111],"category_scores_gemma":[0.002009467,0.0006055736,0.001028082,0.001021198,0.000524146,0.001059101,0.001535234,0.0009697261,0.002125452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008327604,"about_ca_system_score_gemma":0.001223587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0190203,"about_ca_topic_score_gemma":0.01718731,"domain_scores_codex":[0.9996843,0.00004636389,0.00003942003,0.00006700651,0.000134369,0.0000283927],"domain_scores_gemma":[0.9992985,0.0003555592,0.00004809895,0.00009529234,0.0001502133,0.00005227912],"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":[0.0005170171,0.0003866161,0.009252181,0.0008853429,0.000356085,0.001018461,0.001603048,0.6150271,0.03813175,0.03866698,0.02663589,0.2675195],"study_design_scores_gemma":[0.00009273217,0.00005416845,0.001192006,0.0000469769,0.00006091444,0.0001316628,0.00005020132,0.9485181,0.006311081,0.006396033,0.03709241,0.00005381723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0138446,0.0001528612,0.9181215,0.00009534504,0.00006588743,0.000187244,0.001637688,0.06188819,0.004006694],"genre_scores_gemma":[0.1632195,0.0005872534,0.8166888,0.0001235323,0.00004301997,0.0009856205,0.005032745,0.006496547,0.006822947],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0190203,"threshold_uncertainty_score":0.03781921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03501698273515795,"score_gpt":0.2987179633895454,"score_spread":0.2637009806543874,"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."}}