{"id":"W4211125431","doi":"10.11647/obp.0213","title":"Right Research","year":2021,"lang":"en","type":"book","venue":"Open Book Publishers","topic":"Climate Change Communication and Perception","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta","keywords":"Conversation; Sustainability; Politics; Public relations; Accountability; Sociology; Political science; Engineering ethics; Environmental ethics; Engineering; Law; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004828364,0.0001661499,0.0003042309,0.0002405231,0.001638317,0.008137459,0.003410894,0.0005979175,0.1595075],"category_scores_gemma":[0.0005224237,0.0001789661,0.0001188655,0.0003573295,0.000713945,0.002283417,0.001450977,0.001097101,0.001861722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001410952,"about_ca_system_score_gemma":0.004124878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003909183,"about_ca_topic_score_gemma":0.02641375,"domain_scores_codex":[0.9964875,0.001165188,0.0002747323,0.0004798661,0.001084421,0.0005083235],"domain_scores_gemma":[0.997228,0.0004095886,0.0001328954,0.001129258,0.0008185403,0.0002816925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004181912,0.00002424646,0.000004717142,0.00001165358,0.00001552432,0.000007033627,0.004926486,3.947538e-8,0.000001214984,0.0601377,0.9266511,0.008216083],"study_design_scores_gemma":[0.0001317941,0.00001170593,0.000009512223,0.0001620887,0.000009031633,5.316246e-7,0.005636758,8.00937e-7,5.783467e-7,0.006688249,0.9871321,0.0002168738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001480823,0.001783041,8.230149e-7,0.02125489,0.0006289349,0.0008155304,0.00002177077,0.00006135722,0.9754322],"genre_scores_gemma":[0.000008636393,0.007746725,0.0001125154,0.001674092,0.0007449945,0.0001110103,0.001106322,0.00004479188,0.9884509],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1576458,"threshold_uncertainty_score":0.9996614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7972658521245207,"score_gpt":0.5813829935051098,"score_spread":0.2158828586194109,"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."}}