{"id":"W4389142182","doi":"10.30574/gscarr.2023.17.2.0427","title":"Piloting an innovation for teachers’ capacity development in STEM subjects in Nigerian secondary schools","year":2023,"lang":"en","type":"article","venue":"GSC Advanced Research and Reviews","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tata Institute of Social Sciences; International Development Research Centre","keywords":"Tanzania; Capacity building; Equity (law); Inclusion (mineral); Professional development; Faculty development; Mathematics education; School teachers; Limited resources; Baseline (sea); Pedagogy; Medical education; Political science; Sociology; Psychology; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01321946,0.0005365292,0.0004166271,0.001411611,0.001495969,0.002140492,0.002252827,0.001238971,0.0039408],"category_scores_gemma":[0.01474832,0.000406201,0.0005873719,0.000564725,0.001901718,0.002113244,0.0052574,0.001592909,0.0006624373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003400222,"about_ca_system_score_gemma":0.01189627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00338988,"about_ca_topic_score_gemma":0.005567089,"domain_scores_codex":[0.9939799,0.002952321,0.0003510765,0.0005650543,0.001009161,0.001142385],"domain_scores_gemma":[0.9829409,0.007236165,0.0008482332,0.001501967,0.003334529,0.004138175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.001626507,0.03304197,0.07284226,0.003437755,0.00009081335,0.002707211,0.09051117,0.007454297,0.03574529,0.009850056,0.0105198,0.7321728],"study_design_scores_gemma":[0.003327764,0.06546769,0.2658595,0.005128864,0.0005604723,0.002003309,0.2600123,0.01822713,0.1070156,0.01609626,0.2557289,0.000572235],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711068,0.0001045869,0.01068934,0.001199332,0.0001090431,0.004796485,0.0001901552,0.0003720808,0.01143211],"genre_scores_gemma":[0.9078107,0.0002836011,0.08040596,0.0004053262,0.00003028629,0.00455224,0.0003022222,0.00005207761,0.006157539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321946,"threshold_uncertainty_score":0.06991202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3965331093203824,"score_gpt":0.5198284613650147,"score_spread":0.1232953520446323,"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."}}