{"id":"W2052634835","doi":"10.1016/j.linged.2011.02.007","title":"Participant interaction in asynchronous learning environments: Evaluating interaction analysis methods","year":2011,"lang":"en","type":"article","venue":"Linguistics and Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"","keywords":"Cohesion (chemistry); Thematic analysis; Psychology; Qualitative analysis; Group cohesiveness; Content analysis; Computer science; Natural language processing; Social psychology; Qualitative research; Sociology","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":[0.001367037,0.00006557061,0.0001165522,0.0002010347,0.0002282897,0.00004898477,0.00004335157,0.00005349191,0.0002098684],"category_scores_gemma":[0.005299047,0.00007051726,0.00003252784,0.0002848352,0.00003667219,0.00006703216,0.00001733952,0.0002149607,0.000009860576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242668,"about_ca_system_score_gemma":0.0002193734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002605184,"about_ca_topic_score_gemma":0.0007102246,"domain_scores_codex":[0.998872,0.0004511409,0.0002260122,0.0001776532,0.000108859,0.0001643502],"domain_scores_gemma":[0.9994769,0.0001679865,0.0001551787,0.00006732591,0.00005527145,0.00007729947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002846101,0.0003420455,0.1164882,0.00001405698,0.0001125904,8.946115e-7,0.07752206,0.001516284,0.0002712077,0.00730807,0.00001824947,0.7963779],"study_design_scores_gemma":[0.000404558,0.0003893361,0.1220997,0.0001741196,0.00169005,0.000001525133,0.3087119,0.08204591,0.0005459591,0.008047987,0.4752221,0.0006668174],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950634,0.000181103,0.009347123,0.0001249021,0.001720387,0.0001465717,3.3534e-7,0.00003345301,0.03781211],"genre_scores_gemma":[0.9614507,0.0001234309,0.03747878,0.00002808563,0.0004741292,0.00001483823,0.00001400235,0.000005863891,0.000410183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7957111,"threshold_uncertainty_score":0.6343837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318449758109116,"score_gpt":0.4803593379557797,"score_spread":0.3485143621448681,"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."}}