{"id":"W3126816724","doi":"10.1080/19415257.2021.1886155","title":"What does making produce? Posthuman insights into documenting relationalities in maker education for teachers","year":2021,"lang":"en","type":"article","venue":"Professional Development in Education","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"Mount Saint Vincent University","keywords":"Posthuman; Professional development; Pedagogy; Sociology; Faculty development; Mathematics education; Engineering ethics; Psychology; Epistemology; Philosophy; Engineering","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":[0.00188609,0.0001300781,0.0001271246,0.000388326,0.0007563738,0.0002602669,0.0001399801,0.0001168786,0.0003684575],"category_scores_gemma":[0.00192662,0.0001212262,0.000024864,0.0007238388,0.00006666967,0.001908857,0.00004197331,0.0002896045,0.00002279223],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009667564,"about_ca_system_score_gemma":0.01167334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001451869,"about_ca_topic_score_gemma":0.003138214,"domain_scores_codex":[0.9978551,0.0005844194,0.0005126434,0.000388129,0.000403523,0.0002561548],"domain_scores_gemma":[0.9984339,0.0004049943,0.0003100573,0.0001158654,0.0006927048,0.000042464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001981319,0.0009838379,0.1059486,0.00009410173,0.00001114844,2.4371e-7,0.6141009,0.000006228102,0.0001862086,0.1806536,0.001484792,0.09651048],"study_design_scores_gemma":[0.0001206309,0.000002704853,0.153718,0.0007529666,0.000002705864,3.457598e-7,0.315471,0.000002726139,0.0003450379,0.02527233,0.5041515,0.0001600411],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491832,0.001191065,0.00002758505,0.02862909,0.0131438,0.0007226887,1.691019e-7,0.00002983515,0.007072621],"genre_scores_gemma":[0.9233738,0.0001143777,0.01448586,0.001344175,0.0005076125,0.0009092327,0.0002409892,0.0000167507,0.05900721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5026667,"threshold_uncertainty_score":0.9939296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05011959604934878,"score_gpt":0.4427496185869253,"score_spread":0.3926300225375765,"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."}}