{"id":"W3204624635","doi":"10.1080/10476210.2021.1978968","title":"A year at the improv: the evolution of teacher and student identity in an elementary school makerspace","year":2021,"lang":"en","type":"article","venue":"Teaching Education","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Identity (music); Agency (philosophy); Pedagogy; Curriculum; Mathematics education; Class (philosophy); Sociology; Teaching method; Teacher education; Psychology; Computer science; Art","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":[0.001860301,0.00007067814,0.00006884171,0.00005047047,0.0003041094,0.0001860342,0.000354749,0.00002775018,0.000009841311],"category_scores_gemma":[0.0001735353,0.00004917344,0.00002432855,0.000174788,0.00003371773,0.0004572159,0.0002304877,0.0004299681,0.000005304532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003081685,"about_ca_system_score_gemma":0.0002108372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002363835,"about_ca_topic_score_gemma":0.00159006,"domain_scores_codex":[0.9985949,0.0006817532,0.0001428436,0.0002333054,0.0002138002,0.0001334331],"domain_scores_gemma":[0.999311,0.00006265658,0.00009718321,0.0004575192,0.00003362156,0.00003803193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006467471,0.0005690919,0.6188779,0.00002631105,0.00002096936,9.562822e-7,0.05347202,0.0001136913,0.003215792,0.0381879,0.0008235465,0.2846853],"study_design_scores_gemma":[0.000213486,0.00005706188,0.9557447,0.00005376277,0.00001691934,0.00001538432,0.03483687,0.0009269704,0.00007856411,0.0006823128,0.007257657,0.0001162914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864148,0.0007496175,0.008860023,0.003338953,0.0002619473,0.0001451648,2.284802e-7,0.00004134421,0.0001879088],"genre_scores_gemma":[0.9911051,0.000004435663,0.007830215,0.0001089948,0.00008258571,0.00001869599,0.000004131684,0.000005773795,0.0008400934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3368668,"threshold_uncertainty_score":0.3573426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051844410878213,"score_gpt":0.3270293664245527,"score_spread":0.3165109223157706,"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."}}