{"id":"W6925345840","doi":"10.17605/osf.io/nja63","title":"Happy climate framing for climate action - HSP study","year":2024,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Synthetic Aperture Radar (SAR) Applications and Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Framing (construction); Climate change; Climate system; Climate justice; Climate science","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"],"consensus_categories":[],"category_scores_codex":[0.000904198,0.0003258901,0.0003712456,0.0003196495,0.0002452076,0.000818535,0.001755562,0.0003431386,0.0005118304],"category_scores_gemma":[0.0001012089,0.0002884634,0.00007439093,0.0008274757,0.0001730306,0.0001817515,0.0004816929,0.0004468594,0.0004234774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282036,"about_ca_system_score_gemma":0.00005093719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005411759,"about_ca_topic_score_gemma":0.00002310017,"domain_scores_codex":[0.9980749,0.00001224528,0.0002763619,0.0007326842,0.0003438552,0.0005599156],"domain_scores_gemma":[0.9986091,0.0001145066,0.00008980792,0.001048432,0.00003630811,0.0001018577],"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":[0.0000125388,0.0002164008,0.0001003688,0.0009040669,0.0001209081,0.000008348428,0.0008412388,0.000005933957,0.0002273243,0.03864902,0.2872568,0.671657],"study_design_scores_gemma":[0.00004882398,0.0000524294,0.00002525604,0.0007903825,0.00005648933,0.000003529482,0.0003870125,0.001598927,0.0003343457,0.003906341,0.9924222,0.0003743137],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0000623015,0.0008760696,0.3909327,0.000151392,0.001889421,0.004163623,0.0001676331,0.001939852,0.599817],"genre_scores_gemma":[0.01006068,0.0008425636,0.9575725,0.0001170798,0.0006512682,0.001432061,0.00001505943,0.0009046264,0.02840421],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7051653,"threshold_uncertainty_score":0.9999567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02957710848890915,"score_gpt":0.3613997124368579,"score_spread":0.3318226039479487,"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."}}