{"id":"W4399826635","doi":"10.1007/978-3-031-52501-8_14","title":"Social Change","year":2024,"lang":"en","type":"book-chapter","venue":"Natural resource management and policy","topic":"Tourism, Volunteerism, and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Sociology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009714535,0.0004765161,0.0003041826,0.0006973087,0.002187253,0.004501338,0.0005280539,0.00219285,0.06132068],"category_scores_gemma":[0.001571127,0.0001505245,0.0002530936,0.0007438457,0.004568975,0.002944974,0.002109254,0.002302998,0.01195762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003197326,"about_ca_system_score_gemma":0.002806805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005380388,"about_ca_topic_score_gemma":0.0104505,"domain_scores_codex":[0.9992836,0.0002725026,0.00001616086,0.0001391083,0.0001890622,0.00009954852],"domain_scores_gemma":[0.9997054,0.00007785466,0.00001675261,0.00007403052,0.00007313915,0.00005276624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007696959,0.00003046414,0.0002295422,0.0000515347,0.000005152638,0.00004106793,0.001325113,0.0001260014,0.000136059,0.818079,0.1215909,0.05837761],"study_design_scores_gemma":[0.000003453312,0.000007986439,0.0003554507,0.00007809313,0.000002071958,0.00003749023,0.000757336,0.00005442688,0.00007656158,0.1021695,0.8964548,0.000002926769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00142248,0.003953876,0.001054662,0.01678831,0.00113548,0.00003469987,0.00009287123,0.00004690546,0.9754707],"genre_scores_gemma":[0.09418943,0.005546827,0.001394967,0.008298096,0.001098325,0.0001447366,0.0002388683,0.00007780007,0.8890109],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06132068,"threshold_uncertainty_score":0.2051381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03252672220505824,"score_gpt":0.3118788057844613,"score_spread":0.279352083579403,"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."}}