{"id":"W3109414066","doi":"10.5539/hes.v11n1p28","title":"Key Competencies of Physics Teachers","year":2020,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Taishan University","keywords":"Scientific literacy; Mathematics education; Curriculum; Key (lock); Literacy; Information literacy; Physics education; Teaching method; Pedagogy; Psychology; Science education; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001855617,0.0001247467,0.0002301981,0.00004139461,0.0001048004,0.00003616841,0.0004422737,0.00002703628,0.0000334656],"category_scores_gemma":[0.0000479647,0.0001106375,0.00006420203,0.000506688,0.00009626376,0.0002489664,0.0001252781,0.0001150289,0.00006186296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003600903,"about_ca_system_score_gemma":0.0001983699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001458641,"about_ca_topic_score_gemma":3.155922e-7,"domain_scores_codex":[0.9989863,0.0001634724,0.0002402978,0.0002638504,0.000210918,0.0001351734],"domain_scores_gemma":[0.9989973,0.0001559265,0.000151163,0.0003094605,0.0002923472,0.00009375455],"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":[0.000002670898,0.0003249756,0.01201263,0.00009817699,0.0001533643,2.992669e-7,0.09220385,0.00003131608,0.00118375,0.8108748,0.05541794,0.02769628],"study_design_scores_gemma":[0.0003415848,0.0001252171,0.1086636,0.00006321935,0.00004849611,0.000001875687,0.0101157,0.0001044007,0.005147237,0.01200263,0.8629165,0.0004694714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.479842,0.02357042,0.2908669,0.1504855,0.01697101,0.0006520327,0.000007221741,0.001295093,0.03630981],"genre_scores_gemma":[0.8142591,0.00006711775,0.1791053,0.003470459,0.000425722,0.00003039471,0.00000213959,0.000009787743,0.002630022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8074986,"threshold_uncertainty_score":0.4511667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1354750403924042,"score_gpt":0.390021846441026,"score_spread":0.2545468060486218,"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."}}