{"id":"W2268129331","doi":"","title":"The collaborative design of innovative learning spaces: Formative change laboratory interventions","year":2015,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Formative assessment; Psychological intervention; Knowledge management; Computer science; Engineering ethics; Pedagogy; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007386235,0.0001118759,0.0001685438,0.0003146168,0.0006299476,0.00003947307,0.0002627597,0.00008160504,0.0001076437],"category_scores_gemma":[0.002250353,0.00008570425,0.00001788363,0.001392765,0.001285807,0.0001916622,0.0000795889,0.0002761414,0.00001891262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001145581,"about_ca_system_score_gemma":0.001109988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004609716,"about_ca_topic_score_gemma":0.0005473002,"domain_scores_codex":[0.9987496,0.0002473762,0.000245738,0.0001669721,0.0003814632,0.0002088666],"domain_scores_gemma":[0.9974326,0.00125653,0.0002559376,0.0001104899,0.0008428091,0.0001015729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001109479,0.0001221858,0.02399241,0.000004744179,0.0000342016,2.441953e-7,0.0515783,0.000001412006,0.000008009538,0.9214652,0.001518279,0.001263966],"study_design_scores_gemma":[0.0005672795,0.0003167928,0.03823347,0.0001950804,0.00002434659,6.053418e-7,0.109634,0.00002366489,0.0001655031,0.8299103,0.02065313,0.0002757621],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03009249,0.002007333,0.0002528294,0.9561663,0.002386286,0.0009303133,0.00003495275,0.00006704986,0.008062442],"genre_scores_gemma":[0.9960735,0.0008023431,0.0005063817,0.0001344928,0.0002233259,0.0004111738,0.00001558972,0.000006281552,0.00182685],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9659811,"threshold_uncertainty_score":0.4845111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1269289221036377,"score_gpt":0.3721770375618343,"score_spread":0.2452481154581967,"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."}}