{"id":"W4404905296","doi":"10.1002/fer3.67","title":"Expanding Teacher's technological, pedagogical, and content knowledge with funds of knowledge: An exploratory STEM professional development model using video creation workshops","year":2024,"lang":"en","type":"article","venue":"Future in Educational Research","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Mount Saint Vincent University","funders":"University of British Columbia; Mount Saint Vincent University","keywords":"Knowledge creation; Professional development; Knowledge management; Business; Sociology; Psychology; Pedagogy; Computer science; Marketing","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.003389791,0.0001378505,0.0001773847,0.0005471566,0.0006156472,0.0001212901,0.0002355703,0.0002022978,0.0001557718],"category_scores_gemma":[0.0003356534,0.0001046129,0.00002342147,0.001103599,0.0008961309,0.000424827,0.00008563568,0.0006910108,0.00001134224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007290041,"about_ca_system_score_gemma":0.004898691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004729426,"about_ca_topic_score_gemma":0.00117788,"domain_scores_codex":[0.9975545,0.0007218963,0.000292999,0.0004218951,0.0006238646,0.0003848634],"domain_scores_gemma":[0.9983107,0.0007982588,0.00004771261,0.0001350626,0.0005456991,0.0001626013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006702639,0.001576747,0.02573223,0.0001942133,0.00004054981,9.578481e-7,0.8761852,0.00004227487,0.0005651183,0.05870727,0.002035402,0.03485299],"study_design_scores_gemma":[0.0001603797,0.00004413385,0.01817133,0.0005890806,0.000007107708,0.000001437539,0.947302,0.000463796,0.0000831576,0.0009195815,0.0320796,0.0001784267],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710718,0.009267734,0.0001350204,0.0162052,0.0004789885,0.000441785,0.000001864088,0.00004753971,0.002350041],"genre_scores_gemma":[0.9875104,0.0002004483,0.00205591,0.00001279415,0.0006947651,0.0003197755,0.00001154991,0.00001545697,0.009178884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07111675,"threshold_uncertainty_score":0.8690067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6376886657171941,"score_gpt":0.5533364404954607,"score_spread":0.08435222522173336,"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."}}