{"id":"W1914401185","doi":"","title":"Developing Social Media for Community Based Environmental Monitoring","year":2014,"lang":"en","type":"article","venue":"Tuwhera (Auckland University of Technology)","topic":"Social Media and Politics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Exploratory research; Quarter (Canadian coin); Perception; Public relations; Sociology; Business; Political science; Psychology; Computer science; Geography; World Wide Web; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.006321684,0.0004291398,0.0002382219,0.002672012,0.001660915,0.003920463,0.001179451,0.00093192,0.003553838],"category_scores_gemma":[0.0130503,0.0003359882,0.000369423,0.001347211,0.0008877799,0.00645405,0.004124002,0.000832267,0.0009879788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008819161,"about_ca_system_score_gemma":0.002050547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002659025,"about_ca_topic_score_gemma":0.00545531,"domain_scores_codex":[0.9968726,0.001862933,0.0001273816,0.0002585572,0.0006549933,0.0002235376],"domain_scores_gemma":[0.9882703,0.006362695,0.00115813,0.00103941,0.002163029,0.001006554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001756671,0.001549584,0.03686321,0.0009245053,0.0000991944,0.0007152999,0.01168254,0.002095198,0.01928658,0.01223397,0.006738157,0.9076361],"study_design_scores_gemma":[0.0003811885,0.004631618,0.1169316,0.003366411,0.0005102934,0.001685551,0.08393132,0.07525676,0.05927285,0.035331,0.6183783,0.0003231642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6562505,0.002632215,0.2008646,0.01159428,0.00054164,0.004361464,0.0005992693,0.002748052,0.1204079],"genre_scores_gemma":[0.7620137,0.001826957,0.2230082,0.0005464633,0.0002006739,0.001068293,0.0004802924,0.0001656154,0.01068975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006321684,"threshold_uncertainty_score":0.03343266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03821087919734168,"score_gpt":0.2658249995666442,"score_spread":0.2276141203693025,"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."}}