{"id":"W7065964655","doi":"","title":"Higher education as social change: seeking a systemic institutional pedagogy of social change","year":2011,"lang":"en","type":"dissertation","venue":"Sussex Research Online (University of Sussex)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Sussex","keywords":"Higher education; Citizen journalism; Politics; Social change; Qualitative research; Participatory action research; Social engagement","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006686233,0.0003039183,0.0006076199,0.001207878,0.0007602962,0.00002999365,0.000901123,0.0003589182,0.07767601],"category_scores_gemma":[0.00001958312,0.0003781775,0.0002940208,0.0009138728,0.0004151655,0.0001604976,0.0003626329,0.001007442,0.00009131897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001094717,"about_ca_system_score_gemma":0.002949743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05286099,"about_ca_topic_score_gemma":0.003772711,"domain_scores_codex":[0.9965404,0.0003721981,0.0003672783,0.0005658966,0.001517241,0.000637046],"domain_scores_gemma":[0.9970608,0.0001032538,0.0004616894,0.000307351,0.001900928,0.00016603],"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":[0.001709618,0.004039263,0.004545811,0.005385714,0.0007320592,0.00004425046,0.06030283,1.857744e-7,0.007622354,0.2019954,0.01444476,0.6991777],"study_design_scores_gemma":[0.004371827,0.001004683,0.4042405,0.001835291,0.0004366857,0.000004684575,0.3037352,0.0001629963,0.0003282734,0.003650457,0.2786908,0.001538652],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8599727,0.0004474572,0.000008188718,0.002227535,0.0005729203,0.001853806,0.0005803881,0.00003325538,0.1343037],"genre_scores_gemma":[0.858186,0.0001010036,0.00008420669,0.00001163416,0.001714487,0.00003612001,0.005181572,0.00003636321,0.1346486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6976391,"threshold_uncertainty_score":0.999867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.121592157940159,"score_gpt":0.3984320416784282,"score_spread":0.2768398837382691,"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."}}