{"id":"W1851303642","doi":"10.5539/ies.v8n11p253","title":"Discourse Patterns at Laboratory Practices and the Co-Construction of Knowledge by Applying SDIS-GSEQ","year":2015,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational theories and practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bachelor; Negotiation; Class (philosophy); Mathematics education; Discourse analysis; Psychology; Process (computing); Cognition; Intervention (counseling); Software; Computer science; Linguistics; Sociology; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001488047,0.00007979276,0.0001230188,0.00005617165,0.0004045756,0.00007466181,0.0001795548,0.00003270504,0.00006979825],"category_scores_gemma":[0.004416203,0.00005922391,0.00002636537,0.000126706,0.001010093,0.0005985838,0.0000620163,0.00008038773,0.00001545739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001761736,"about_ca_system_score_gemma":0.0005776408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001120738,"about_ca_topic_score_gemma":0.000521598,"domain_scores_codex":[0.9988525,0.0003375949,0.0002181032,0.0001505291,0.0003488975,0.00009239251],"domain_scores_gemma":[0.9962204,0.001338421,0.0006400719,0.00009236386,0.001647003,0.00006181664],"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":[0.0002326585,0.0003177946,0.1296915,0.00003912333,0.0003557015,1.429913e-7,0.1676949,0.000002133919,0.00005832856,0.6077865,0.07752183,0.01629944],"study_design_scores_gemma":[0.0002772585,0.000009381371,0.0009935839,0.00002865671,0.00003689825,0.000002237715,0.3521833,0.000002900485,0.0001216472,0.01138332,0.6348881,0.00007265626],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8695996,0.0161669,0.0000489764,0.04691119,0.007102339,0.0003330742,0.00008171253,0.00002537612,0.05973085],"genre_scores_gemma":[0.9898744,0.003183866,0.0003365594,0.0002513905,0.0007870352,0.0001814492,0.00002748367,0.00000647473,0.005351403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5964031,"threshold_uncertainty_score":0.5286927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1015609527936705,"score_gpt":0.5087257675056949,"score_spread":0.4071648147120244,"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."}}