{"id":"W7161963496","doi":"10.82308/21964","title":"The development of interdisciplinary teaching approaches among pre-service science and mathematics teachers","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plan (archaeology); Curriculum; Process (computing); Relation (database); Curriculum development; Teaching method","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01616331,0.0002740028,0.0003669902,0.00048993,0.002255606,0.0008348642,0.001921539,0.0001636013,0.0000478119],"category_scores_gemma":[0.001642712,0.0001500737,0.0000624301,0.001164933,0.0004677966,0.001014598,0.001234885,0.0005317467,0.00003574868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001622249,"about_ca_system_score_gemma":0.001128499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001050591,"about_ca_topic_score_gemma":0.00841804,"domain_scores_codex":[0.9940898,0.0001858252,0.00119144,0.0005624267,0.003473822,0.0004967239],"domain_scores_gemma":[0.9961134,0.0009193156,0.0007123473,0.0007360146,0.001311032,0.0002078788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002510961,0.0003303028,0.002779313,0.0002465711,0.0001016226,8.624227e-7,0.5895277,0.00001389716,0.004192368,0.009132983,0.002606364,0.3908169],"study_design_scores_gemma":[0.0002171358,0.0001243981,0.1564365,0.000311483,0.00004069691,0.000004508847,0.8140069,0.009013475,0.006999996,0.0109746,0.001371615,0.0004986833],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.88836,0.0001741129,0.0007781528,0.0003002839,0.0003552589,0.0005627484,0.000003337022,0.00002154736,0.1094445],"genre_scores_gemma":[0.9667196,0.000001593114,0.007127647,0.000005055003,0.00007393029,0.00009595102,0.00002846491,0.00002171185,0.02592609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3903182,"threshold_uncertainty_score":0.9990433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1217016481763322,"score_gpt":0.4257393763919552,"score_spread":0.304037728215623,"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."}}