{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001131062,0.0003254368,0.0002327088,0.001229019,0.001463233,0.001601734,0.000423085,0.000719437,0.01080878],"category_scores_gemma":[0.004428355,0.0001818502,0.000180673,0.000583529,0.001270551,0.001331378,0.00216828,0.0008731801,0.002806265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001415408,"about_ca_system_score_gemma":0.0102745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004275536,"about_ca_topic_score_gemma":0.00666582,"domain_scores_codex":[0.9988554,0.0001804307,0.00006428805,0.0001492155,0.0004036735,0.0003469964],"domain_scores_gemma":[0.9973834,0.0003537732,0.0002802025,0.0001057253,0.0006693921,0.001207463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001288757,0.0006627799,0.1114848,0.001807994,0.00002784564,0.001493072,0.03262764,0.001113981,0.01696828,0.1125121,0.1338748,0.5872978],"study_design_scores_gemma":[0.00006166218,0.0004253546,0.2004834,0.001037776,0.00003171081,0.002566585,0.01787798,0.001233025,0.004464384,0.03962597,0.732124,0.00006818798],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5208996,0.01023319,0.01257454,0.01944253,0.00125834,0.0004416032,0.0009463649,0.0005162943,0.4336876],"genre_scores_gemma":[0.9084362,0.003861913,0.0104775,0.003243666,0.0001367819,0.000303514,0.0006839422,0.00004704969,0.07280943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01080878,"threshold_uncertainty_score":0.03615904,"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."}}