{"id":"W3183843843","doi":"","title":"Categorizing 3D Printing Lesson Activities","year":2021,"lang":"en","type":"article","venue":"EdMedia + Innovate Learning","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"3D printing; Computer science; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000740075,0.000456314,0.0002094167,0.005729752,0.0005781912,0.001956925,0.0005619499,0.0008201263,0.01190395],"category_scores_gemma":[0.007741972,0.0001383827,0.0005953838,0.003140835,0.000493245,0.001324866,0.001925035,0.0005789787,0.002284077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008096224,"about_ca_system_score_gemma":0.001032539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003517731,"about_ca_topic_score_gemma":0.005592234,"domain_scores_codex":[0.9984555,0.0002869528,0.0001901436,0.0001731844,0.0006431271,0.0002510923],"domain_scores_gemma":[0.9906771,0.005748954,0.001003943,0.0005891491,0.001551865,0.0004290007],"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":[0.0006986437,0.0006300053,0.2547685,0.001336245,0.0000840068,0.0005404339,0.02430963,0.002694114,0.0204952,0.01068276,0.00495082,0.6788096],"study_design_scores_gemma":[0.0000562789,0.0006957246,0.7574405,0.001633386,0.0001802645,0.001396918,0.0592252,0.01007398,0.02150859,0.006919216,0.1407586,0.0001114393],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8742992,0.0006122553,0.02123695,0.0002122043,0.000101843,0.000809628,0.002977165,0.0007234648,0.09902729],"genre_scores_gemma":[0.9651955,0.0004152469,0.01561143,0.00009300357,0.00002236458,0.0003496755,0.002776432,0.0001476302,0.0153887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01190395,"threshold_uncertainty_score":0.03982264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03322127594961836,"score_gpt":0.3215547341289025,"score_spread":0.2883334581792841,"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."}}