{"id":"W3197887975","doi":"10.1145/3466725.3466759","title":"Facilitating Online Distributed Critical Making: Lessons Learned","year":2021,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Reflection (computer programming); Critical reflection; Flexibility (engineering); Creativity; Facilitation; Computer science; Psychology; Pedagogy; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003277374,0.0001052649,0.0001337174,0.00003433789,0.000268702,0.0003475028,0.0003776921,0.00005435787,0.00004872032],"category_scores_gemma":[0.003130451,0.0001001553,0.00007249204,0.0003526269,0.00004324665,0.0001961583,0.0002986927,0.0003958572,0.00005037298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002685893,"about_ca_system_score_gemma":0.00008368622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000181879,"about_ca_topic_score_gemma":0.00001556793,"domain_scores_codex":[0.9986023,0.0002231381,0.0001801167,0.0004227031,0.0002171954,0.0003545958],"domain_scores_gemma":[0.9986578,0.0007033194,0.00002727353,0.0004117959,0.000111487,0.00008827195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001247517,0.0001469806,0.0003754995,0.00001931986,0.00001089748,0.0001124167,0.001362369,0.000336536,0.0003180096,0.2120099,0.0003302511,0.7849766],"study_design_scores_gemma":[0.000727614,0.0001754166,0.006648362,0.0002053858,0.00002368601,0.0002582434,0.006858641,0.2279589,0.0007665926,0.007670094,0.7477664,0.000940631],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005915586,0.0001134856,0.9662452,0.02627244,0.0001874032,0.00002159891,0.000008355145,0.0006472962,0.0005886818],"genre_scores_gemma":[0.5778778,9.982627e-7,0.4212114,0.0002567208,0.0000326854,0.00000184087,0.00002109354,0.000004741167,0.0005927625],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7840359,"threshold_uncertainty_score":0.4084216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1061479156684789,"score_gpt":0.3974594452054548,"score_spread":0.291311529536976,"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."}}