{"id":"W3093227945","doi":"10.3390/su12208601","title":"Goal-Driven or Data-Driven? Inventory of Sustainability Indicator Initiatives in Rural Canada","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Community and Sustainable Development","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Sustainability; Corporate governance; Collaborative governance; Context (archaeology); Stakeholder; Social capital; Political science; Resource (disambiguation); Environmental resource management; Environmental planning; Regional science; Business; Public relations; Geography; Economics; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002206566,0.0002636563,0.0005872797,0.000140044,0.0005498833,0.00005197718,0.0018116,0.0001740356,0.00037136],"category_scores_gemma":[0.01921539,0.0002582149,0.00007365934,0.001413595,0.00117207,0.00080634,0.001281018,0.0006157031,0.000001373736],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007840758,"about_ca_system_score_gemma":0.04777306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.73958,"about_ca_topic_score_gemma":0.8906755,"domain_scores_codex":[0.9948452,0.002046906,0.0008137198,0.0005544948,0.0008270529,0.0009126635],"domain_scores_gemma":[0.9959618,0.0007580707,0.0002860992,0.001059539,0.001447711,0.0004868068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005793076,0.0004964488,0.846846,0.001476482,0.00005696302,0.0001951295,0.1289208,0.0004130452,0.000001546768,0.01291866,0.002369211,0.005726393],"study_design_scores_gemma":[0.0008445363,0.0001364448,0.3044866,0.00002486016,0.0000197501,4.547382e-7,0.6245783,0.0007011589,0.00001334363,0.005576623,0.06319814,0.0004197657],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971112,0.00009460219,0.00006154166,0.0246729,0.0001074495,0.001866516,0.00009526705,0.00007732112,0.001912402],"genre_scores_gemma":[0.9989317,0.00004316932,0.0001323201,0.0004454177,0.00006735638,0.00007229242,0.00007374807,0.00001584444,0.0002181431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5423594,"threshold_uncertainty_score":0.999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03377188717368972,"score_gpt":0.3224788109653554,"score_spread":0.2887069237916656,"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."}}