{"id":"W4393952244","doi":"10.22329/celt.v15i1.7878","title":"Reconnecting and Reconstructing: Taking Stock of the STLHE 2022 conference","year":2024,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Stock (firearms); Mathematics education; Psychology; Pedagogy; Sociology; Engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001269005,0.00009407683,0.000134474,0.0001266882,0.002041392,0.0003562431,0.0001028736,0.00005656054,0.0001558896],"category_scores_gemma":[0.001380621,0.00007577035,0.00003818962,0.0002615134,0.0001614954,0.0001026151,0.0000919505,0.0006641733,0.000001124843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004452077,"about_ca_system_score_gemma":0.0001141201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00107455,"about_ca_topic_score_gemma":0.0007389056,"domain_scores_codex":[0.9986683,0.0005273623,0.0001717945,0.0002581929,0.0001784394,0.00019589],"domain_scores_gemma":[0.9990553,0.0006533568,0.0001238754,0.00007835532,0.00004251745,0.00004662755],"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":[0.00001188001,0.00001797467,0.02247239,0.0001024361,0.00005955565,0.000003868731,0.03700827,0.00007352241,0.000367758,0.3448551,0.0002608387,0.5947664],"study_design_scores_gemma":[0.001829545,0.0009476161,0.02771035,0.0110352,0.0004393999,0.00007676511,0.4400544,0.1454098,0.0004364049,0.04313353,0.3269701,0.001956791],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7728254,0.0002971854,0.0004200328,0.001388321,0.0003610184,0.0001669737,0.000001496584,0.000119121,0.2244205],"genre_scores_gemma":[0.9953541,0.0001248715,0.0001981915,0.00002071354,0.00007945565,0.000008440079,8.441244e-7,0.000008827957,0.00420458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5928096,"threshold_uncertainty_score":0.9992578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03175872491915045,"score_gpt":0.3106340778209152,"score_spread":0.2788753529017648,"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."}}