{"id":"W3171206587","doi":"10.29173/assert17","title":"Teaching for Change","year":2021,"lang":"en","type":"article","venue":"Annals of Social Studies Education Research for Teachers","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.006029137,0.0001093656,0.0002730621,0.0001593125,0.002579765,0.00005634828,0.0002386296,0.0001103248,0.00004211958],"category_scores_gemma":[0.009102525,0.00011816,0.0002158773,0.0004212305,0.000860417,0.000204681,0.0000539188,0.0002723504,0.000005435466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001879154,"about_ca_system_score_gemma":0.001236636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001111924,"about_ca_topic_score_gemma":0.0009314466,"domain_scores_codex":[0.9974276,0.0008549341,0.0002721732,0.0002951989,0.0005245276,0.0006255303],"domain_scores_gemma":[0.9950041,0.001385484,0.0001276586,0.0001273025,0.00324111,0.0001143194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001273679,0.0002859932,0.0004399174,0.0001061143,0.0001412359,3.664453e-8,0.58622,2.303329e-8,0.00002381306,0.08065158,0.2536031,0.07851546],"study_design_scores_gemma":[0.00009172351,0.00003015176,0.001032344,0.00002072781,0.000009344411,3.036e-8,0.5227236,1.673536e-7,0.00009493665,0.008109409,0.4678206,0.00006693775],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05192617,0.0126282,0.00004788881,0.9182004,0.00129543,0.001696869,0.00003472621,0.00006798947,0.01410235],"genre_scores_gemma":[0.9545024,0.001621375,0.001216927,0.002505984,0.004418831,0.003000204,0.00004193904,0.000031693,0.03266064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9156944,"threshold_uncertainty_score":0.9992442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8153346542149069,"score_gpt":0.6652579327269725,"score_spread":0.1500767214879344,"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."}}