{"id":"W4401172661","doi":"10.55016/ojs/ajer.v70i2.77325","title":"Collaborative Concept Mapping: Investigating the Nature of Discourse Patterns and Features of a Concept Map","year":2024,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Pretoria; University of Leeds","keywords":"Concept map; Social connectedness; Construct (python library); Concept learning; Coding (social sciences); Joint (building); Mind map; Science education; Generalization; Psychology; Mathematics education; Sociology; Epistemology; Computer science; Social psychology; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01856522,0.0006275098,0.0007312368,0.008073791,0.003227883,0.006285111,0.001830883,0.00149834,0.001752301],"category_scores_gemma":[0.08233728,0.0005369387,0.0005549492,0.006236242,0.005972571,0.008379316,0.006941596,0.001682979,0.0002392216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002419729,"about_ca_system_score_gemma":0.002379347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002505685,"about_ca_topic_score_gemma":0.002597834,"domain_scores_codex":[0.9832556,0.01019291,0.0006882961,0.002159856,0.003049587,0.0006538088],"domain_scores_gemma":[0.8927788,0.09043308,0.006314155,0.003813929,0.005481994,0.001178197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002001782,0.0001544839,0.02424875,0.0005739201,0.00006083904,0.0004708307,0.9041224,0.0005300874,0.005724718,0.01187449,0.0004519156,0.0515873],"study_design_scores_gemma":[0.000128974,0.0005334982,0.08209144,0.0007261605,0.0001658108,0.001370233,0.8026026,0.01921711,0.01118502,0.05434025,0.02739421,0.0002446879],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9432532,0.0004864393,0.04631625,0.0005056711,0.00004274532,0.0004982729,0.0001897629,0.00009221726,0.008615405],"genre_scores_gemma":[0.9594591,0.0002472176,0.03842304,0.00007137808,0.00001605164,0.0006117843,0.0001628075,0.00005107782,0.0009575704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01856522,"threshold_uncertainty_score":0.09818345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04264291607614485,"score_gpt":0.4407566549581852,"score_spread":0.3981137388820404,"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."}}