{"id":"W1924393154","doi":"10.5751/es-01799-110231","title":"A Portfolio Approach to Analyzing Complex Human-Environment Interactions: Institutions and Land Change","year":2006,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":170,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portfolio; Land use; Ecology; Environmental resource management; Geography; Business; Economics; Biology; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006104012,0.001499791,0.001849502,0.004116514,0.001086524,0.004228862,0.002142201,0.001683507,0.004311809],"category_scores_gemma":[0.01415361,0.0007090765,0.001653432,0.005037688,0.001528662,0.004563249,0.003397926,0.001781038,0.0005394919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451635,"about_ca_system_score_gemma":0.001334856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004458303,"about_ca_topic_score_gemma":0.005606558,"domain_scores_codex":[0.9966052,0.00247804,0.0001738771,0.0002858521,0.0003064427,0.0001506509],"domain_scores_gemma":[0.9917322,0.006099951,0.0006707868,0.0005795376,0.0003252291,0.0005922182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001870175,0.000504364,0.02400334,0.00035797,0.001518729,0.0004623402,0.0009335212,0.375455,0.0009060158,0.3461519,0.004803385,0.2447163],"study_design_scores_gemma":[0.0000259423,0.00007803213,0.002606346,0.0000580229,0.0001027934,0.000113092,0.0002734465,0.4736159,0.0002284426,0.5179352,0.004930999,0.0000317397],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04458149,0.003644715,0.9421294,0.001688106,0.0001176042,0.0001349736,0.0004850098,0.000177882,0.007040956],"genre_scores_gemma":[0.5416216,0.004040839,0.4486242,0.0002007067,0.0002745271,0.0006054351,0.000543754,0.0001390265,0.003949884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006104012,"threshold_uncertainty_score":0.03228146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05321288169857526,"score_gpt":0.2799056868917533,"score_spread":0.2266928051931781,"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."}}