{"id":"W4392721183","doi":"10.22318/icls2023.101745","title":"A Community of Practice to Bridge Research and Practice in Science Education","year":2023,"lang":"en","type":"article","venue":"Proceedings.","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dawson College; Cégep André Laurendeau; Vanier College; John Abbott College","funders":"","keywords":"Bridging (networking); Bridge (graph theory); Community of practice; Linkage (software); Knowledge management; Curriculum; Engineering ethics; Computer science; Knowledge sharing; Public relations; Sociology; Political science; Pedagogy; 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04602025,0.00005967952,0.0001029091,0.0008783216,0.0003473104,0.0000621478,0.0002726703,0.00004615942,0.00001001881],"category_scores_gemma":[0.06948432,0.00006072434,0.000006025625,0.004898116,0.0003336298,0.0004206704,0.000209519,0.001105843,0.00007435456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006962343,"about_ca_system_score_gemma":0.0002266861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002680198,"about_ca_topic_score_gemma":0.000005696917,"domain_scores_codex":[0.9980944,0.0008170594,0.0001890463,0.0002335394,0.0003545396,0.0003113565],"domain_scores_gemma":[0.9962386,0.001955067,0.0001094888,0.000145703,0.001492649,0.00005841882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000466983,0.001082788,0.02205217,0.0001058631,0.00001649837,0.000002872453,0.5475585,0.000001022751,0.04003915,0.2003756,0.02057336,0.1677252],"study_design_scores_gemma":[0.0002100489,0.0004865487,0.7841148,0.0001108677,0.00000520111,0.00005634791,0.120929,0.00001324678,0.0006621813,0.001824361,0.09148201,0.0001053455],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7598628,0.00003666323,0.0000314671,0.004550366,0.0001456299,0.0001801509,4.398319e-7,0.00004316445,0.2351494],"genre_scores_gemma":[0.9859165,0.000006864283,0.0116963,0.0003874431,0.00005333757,0.00004039053,8.479454e-7,0.00001062763,0.001887725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7620627,"threshold_uncertainty_score":0.9823229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3083114206813643,"score_gpt":0.6015910670647621,"score_spread":0.2932796463833978,"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."}}