{"id":"W2883561439","doi":"10.5751/es-10243-230304","title":"The dynamics of purposeful change: a model","year":2018,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dynamics (music); Climate change; Environmental resource management; Environmental science; Ecology; Psychology; Biology","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":[0.00160774,0.0006406136,0.000476924,0.001224857,0.001755283,0.005146726,0.002630283,0.003084545,0.0152841],"category_scores_gemma":[0.004310978,0.0003693542,0.001073586,0.001229528,0.004704595,0.006412358,0.003573727,0.002000888,0.00155357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003550126,"about_ca_system_score_gemma":0.002599186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007603779,"about_ca_topic_score_gemma":0.004935374,"domain_scores_codex":[0.9989554,0.0004352377,0.00004076032,0.0002508307,0.0001512299,0.0001666203],"domain_scores_gemma":[0.9979382,0.001026262,0.0002479507,0.0002450302,0.0001777758,0.0003648238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002257194,0.00003830006,0.0006064658,0.000028558,0.00000956752,0.000122849,0.0009288064,0.0244829,0.0002137822,0.9708134,0.0009428195,0.001789968],"study_design_scores_gemma":[0.00006088242,0.0000481892,0.0004216293,0.00005353117,0.00001815554,0.000143142,0.0009876775,0.1900063,0.0001072888,0.7902453,0.01788096,0.00002684477],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1362301,0.0009356876,0.3820744,0.02807134,0.0003131672,0.0003855797,0.001362269,0.0004254304,0.4502022],"genre_scores_gemma":[0.9273125,0.0006093329,0.04062254,0.0005642073,0.00008154466,0.0005511795,0.0002460548,0.0000661509,0.02994656],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0152841,"threshold_uncertainty_score":0.05113035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1488166623112777,"score_gpt":0.3937237365967485,"score_spread":0.2449070742854708,"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."}}