{"id":"W4386049781","doi":"10.1038/s44168-023-00052-7","title":"Transformational learning and engagement on climate action for students attending a climate negotiation","year":2023,"lang":"en","type":"article","venue":"npj Climate Action","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"National Science Foundation","keywords":"Negotiation; Transformational leadership; United Nations Framework Convention on Climate Change; Conference of the parties; Climate change; Student engagement; Political science; Convention; Agency (philosophy); Classroom climate; Psychology; Public relations; Pedagogy; Sociology; Kyoto Protocol; Social science; Ecology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001594224,0.0001152805,0.0001171303,0.0001891039,0.001821483,0.0002305309,0.00008212167,0.0001009138,0.00006964397],"category_scores_gemma":[0.0001472194,0.0001248525,0.00005957213,0.0002667149,0.00003339435,0.0005762669,0.00002580582,0.0001752775,0.0001109685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972816,"about_ca_system_score_gemma":0.00002742931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004437511,"about_ca_topic_score_gemma":0.0001475405,"domain_scores_codex":[0.9984962,0.0001653699,0.0002540899,0.0002335152,0.0004162593,0.0004345512],"domain_scores_gemma":[0.9993781,0.000218179,0.0001775025,0.00006394958,0.00009309841,0.00006917444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008072259,0.0005134723,0.305561,0.001432254,0.0001589057,0.000002517921,0.1469102,0.0009732422,0.008251025,0.0487899,0.0026713,0.4839289],"study_design_scores_gemma":[0.002642768,0.0004311779,0.4324177,0.0002975244,0.0001740848,0.000002446826,0.1364274,0.007042566,0.001424396,0.001166095,0.4172143,0.0007595597],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925031,0.000008881739,0.0004260128,0.001787507,0.001306674,0.0005586924,0.00001799987,0.000368188,0.00302295],"genre_scores_gemma":[0.9951558,0.003304892,0.0001347752,0.00009894334,0.0004877638,0.0001505056,0.0002022692,0.00001857273,0.0004464512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4831693,"threshold_uncertainty_score":0.999478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09244005394465934,"score_gpt":0.4571175762911616,"score_spread":0.3646775223465023,"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."}}