{"id":"W4238905645","doi":"10.1007/978-3-319-63492-0_4","title":"Methodology","year":2017,"lang":"en","type":"book-chapter","venue":"Springer briefs in geography","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Rimouski; Brock University","funders":"","keywords":"Psychological intervention; Construct (python library); Participatory action research; Adaptation (eye); Sociology of scientific knowledge; Citizen journalism; Climate change; Action research; Action (physics); Order (exchange); Work (physics); Knowledge management; Management science; Process management; Computer science; Sociology; Psychology; Engineering; Business; Social science; Ecology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007222091,0.0003564032,0.0004640871,0.0001297637,0.0001504955,0.00004492065,0.0007842294,0.0004580664,0.008134698],"category_scores_gemma":[0.0001202218,0.0003817239,0.0002958766,0.00003448703,0.0009379279,0.0001433364,0.0007121066,0.0005674554,0.0005865159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002005574,"about_ca_system_score_gemma":0.00001483064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00108391,"about_ca_topic_score_gemma":0.001755049,"domain_scores_codex":[0.9980382,0.00004271558,0.0003156842,0.0007674586,0.0003484185,0.0004875314],"domain_scores_gemma":[0.9983263,0.0001201097,0.0003270345,0.001115914,0.00001218033,0.00009844589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003942064,0.000344858,0.6180202,0.0007060647,0.000362424,0.001674753,0.00667901,0.0002646721,0.0002066779,0.1289024,0.0178114,0.2246334],"study_design_scores_gemma":[0.0002178449,0.00004043552,0.1043391,0.00009011942,0.00002625695,0.000007503443,0.00003873773,0.000002682735,0.00002676652,0.1162065,0.778522,0.0004820888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01005073,0.0009412536,0.00002872004,0.0003427538,0.0005162509,0.0003462162,0.00002931325,0.00005782241,0.9876869],"genre_scores_gemma":[0.03284065,0.005433391,0.007466995,0.002320509,0.0007135217,0.0001790394,0.00005234718,0.0002993615,0.9506942],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7607106,"threshold_uncertainty_score":0.9998634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04733644689583916,"score_gpt":0.2755403691928526,"score_spread":0.2282039222970135,"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."}}