{"id":"W4231878589","doi":"10.1007/978-94-007-6165-0_248-4","title":"Secondary Science Teacher Education","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Mathematics education; Pedagogy; Psychology","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":["insufficient_payload"],"category_scores_codex":[0.0005761149,0.0001096589,0.0001147399,0.0001394366,0.0004701668,0.0001360487,0.0003948968,0.0001793914,0.01127016],"category_scores_gemma":[0.0001175655,0.0001080845,0.00005310662,0.00004739334,0.0006785617,0.0001178533,0.0000343228,0.0002217359,0.0008145309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001799094,"about_ca_system_score_gemma":0.004372461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004413635,"about_ca_topic_score_gemma":0.0007331678,"domain_scores_codex":[0.998997,0.00001454271,0.0001427379,0.0002667883,0.0003947802,0.0001841012],"domain_scores_gemma":[0.9991913,0.000025912,0.0001163398,0.0002445091,0.0002848005,0.0001371497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[2.196656e-7,0.000005544163,0.00002170869,0.000002708063,0.000001217608,2.791985e-8,0.001483713,4.894334e-9,0.000001025055,0.7067154,0.03972345,0.252045],"study_design_scores_gemma":[0.00001925133,0.000005066536,0.0001323194,0.00002614156,0.000008399697,2.189724e-7,0.0006838058,5.482343e-7,0.000002827877,0.04010562,0.9588708,0.0001449968],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007357025,0.000125762,0.0001204432,0.001980999,0.001827494,0.0001363987,6.218095e-7,0.00008853419,0.9956462],"genre_scores_gemma":[0.00753032,0.00004711775,0.0004234924,0.0007562829,0.001945695,0.000006248834,0.00000660723,0.00001422257,0.98927],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9191474,"threshold_uncertainty_score":0.9999635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01427736507801177,"score_gpt":0.3068355136910013,"score_spread":0.2925581486129895,"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."}}