{"id":"W7104925992","doi":"10.17605/osf.io/9rx6a","title":"System Justification, hope, and support for a Just Transition","year":2025,"lang":"","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Action (physics); Control (management); Climate change; Phenomenon; Climate system","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":[0.002880885,0.0002208237,0.0002584535,0.001253385,0.002074434,0.00354002,0.0005498349,0.0009710024,0.004826242],"category_scores_gemma":[0.0193755,0.0001998215,0.0002828214,0.0009309039,0.00461968,0.001245852,0.001942995,0.001860428,0.0001657447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003490096,"about_ca_system_score_gemma":0.003787357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03070874,"about_ca_topic_score_gemma":0.06070887,"domain_scores_codex":[0.9981815,0.000687196,0.00007317169,0.0001824518,0.0005256303,0.0003500875],"domain_scores_gemma":[0.9756708,0.008442108,0.00937187,0.001266925,0.001773811,0.003474481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002577808,0.000764201,0.9212283,0.0002055249,0.0001338315,0.0003152244,0.03272912,0.0004202455,0.001059347,0.01761091,0.00112148,0.02415412],"study_design_scores_gemma":[0.00004712669,0.0001724156,0.9534219,0.0001350938,0.00007496393,0.0001679552,0.0275811,0.001079627,0.0002635948,0.01193279,0.005072519,0.0000510472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9874429,0.0001569027,0.0005103278,0.001076826,0.00001372199,0.00002634357,0.00005267596,0.00001073202,0.0107095],"genre_scores_gemma":[0.9994484,0.00004940098,0.0001678444,0.00004201732,0.000003827427,0.000007139815,0.00003105979,0.000001907523,0.0002485884],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03070874,"threshold_uncertainty_score":0.06105995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03460680332870245,"score_gpt":0.3511250378579961,"score_spread":0.3165182345292937,"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."}}