{"id":"W2902448067","doi":"10.17501/26307413.2018.1109","title":"CONTEXTUALIZED SCIENCE LEARNING AND STUDENT’S TRANSITION FROM SECONDARY SCHOOL TO UNIVERSITY: THE CASE OF A PUBLIC DAY SECONDARY SCHOOL IN KENYA","year":2018,"lang":"en","type":"article","venue":"The international conference on future of education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics education; Transition (genetics); Pedagogy; Sociology; Psychology; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002404035,0.00009289248,0.0001208949,0.0003528255,0.0006627135,0.0002010348,0.0007137147,0.00005925406,0.003519614],"category_scores_gemma":[0.0004211043,0.00007365155,0.0000323213,0.0006718598,0.0009488608,0.0005228698,0.00005682114,0.0002974247,0.00002752691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000224078,"about_ca_system_score_gemma":0.004400938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006783277,"about_ca_topic_score_gemma":0.02881956,"domain_scores_codex":[0.9984195,0.000454279,0.0002228349,0.0002985081,0.0004291371,0.0001757718],"domain_scores_gemma":[0.9982877,0.0002547074,0.0001960203,0.0001790908,0.0009047305,0.0001776998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002017112,0.0005077881,0.01794315,0.00001008713,0.00005322886,0.000005593552,0.2766824,0.000006275468,0.007288228,0.4214694,0.003712877,0.2721192],"study_design_scores_gemma":[0.0005349665,0.0001353004,0.09731492,0.00007596122,0.00001497814,0.00001099982,0.8335981,0.00026213,0.0002262854,0.003676378,0.06398761,0.0001623925],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918538,0.00006024411,0.0001582081,0.02777454,0.001941087,0.0003124811,0.00002092469,0.00001154132,0.051183],"genre_scores_gemma":[0.9968234,0.00006575068,0.00009496242,0.0008596867,0.0006160872,0.000008010584,0.00001260291,0.000003939843,0.001515515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5569157,"threshold_uncertainty_score":0.9998307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04503518400385131,"score_gpt":0.3732078748759645,"score_spread":0.3281726908721131,"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."}}