{"id":"W7096892018","doi":"","title":"Proceedings of the Survey Methods Section ENVIRONMENTAL SURVEYS AND INDICATORS- CONCEPTUAL AND METHODOLOGICAL CHALLENGES","year":2015,"lang":"en","type":"article","venue":"","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Section (typography); Agency (philosophy); Data collection; Environmental data; Survey methodology; Environmental research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3897461,0.001768874,0.004096345,0.007048981,0.006285599,0.02063447,0.005373468,0.008745913,0.02716996],"category_scores_gemma":[0.443124,0.003029161,0.001735915,0.01466511,0.01572886,0.009130994,0.006447018,0.01587144,0.01311641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02429217,"about_ca_system_score_gemma":0.07335534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09108849,"about_ca_topic_score_gemma":0.07052789,"domain_scores_codex":[0.7066088,0.2255775,0.01362966,0.008514569,0.04210567,0.003563795],"domain_scores_gemma":[0.3883654,0.4161927,0.01412747,0.04904154,0.1244763,0.007796513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005945011,0.00008227307,0.002456099,0.0006862151,0.00007947403,0.00004364405,0.00114849,0.0003494177,0.0001032841,0.1168464,0.7237878,0.1543574],"study_design_scores_gemma":[0.00003286306,0.00003596279,0.003165257,0.002196928,0.00004591808,0.00006890334,0.001094102,0.001162381,0.0001657216,0.05932937,0.932626,0.00007664243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001431612,0.06273115,0.119791,0.6494234,0.06904898,0.002815224,0.005387121,0.0006963318,0.08867523],"genre_scores_gemma":[0.05688347,0.1744861,0.2798032,0.1955667,0.09201364,0.01882044,0.008657023,0.003152229,0.1706171],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3897461,"threshold_uncertainty_score":0.7525517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2439478245753512,"score_gpt":0.3979171946391811,"score_spread":0.1539693700638299,"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."}}