{"id":"W4411268034","doi":"10.22318/icls2025.247614","title":"Open-Source as a Model for Classroom Knowledge Building?Conceptualizing Open-Source Software Development as an Authentic Form of Knowledge Building","year":2025,"lang":"en","type":"article","venue":"Proceedings.","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Open source; Computer science; Open source software; Knowledge management; Software; Software development; Open-source software development; Software engineering; Human–computer interaction; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006097144,0.0006196428,0.001005034,0.0006654271,0.001115908,0.0005470738,0.002985921,0.000433737,0.0001491362],"category_scores_gemma":[0.00228447,0.0006249795,0.0001670779,0.00124466,0.000220133,0.0007379086,0.001972422,0.0009221834,0.00006504082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004222236,"about_ca_system_score_gemma":0.000753817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001658425,"about_ca_topic_score_gemma":0.00001535006,"domain_scores_codex":[0.9958967,0.0002227343,0.001171837,0.001394329,0.0002577206,0.001056655],"domain_scores_gemma":[0.9970471,0.0004844707,0.0007079036,0.0004523227,0.001097065,0.0002111413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006730413,0.001271569,0.004324597,0.0007311387,0.0004915469,0.00000113797,0.2470351,0.0000636187,0.007016352,0.4057973,0.00668835,0.3259063],"study_design_scores_gemma":[0.008333938,0.001147163,0.001603514,0.002960302,0.000360735,0.00004658674,0.0236043,0.06998825,0.02085751,0.05229617,0.8166745,0.00212697],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5045735,0.0005482635,0.4371825,0.0001136482,0.0006034661,0.001632038,0.000005525054,0.0004034732,0.0549376],"genre_scores_gemma":[0.6837943,0.00000214544,0.2544388,0.0003136786,0.0001391827,0.0006298542,0.00001561482,0.0001458774,0.06052053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8099862,"threshold_uncertainty_score":0.9996201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07980012260384314,"score_gpt":0.4338420566472965,"score_spread":0.3540419340434534,"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."}}