{"id":"W1890385970","doi":"10.17169/fqs-15.2.2040","title":"Mapping the Complexities of Online Dialogue: An Analytical Modeling Technique","year":2013,"lang":"en","type":"article","venue":"Forum: Qualitative Social Research (Freie Universität Berlin)","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Computer science; Data science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00283144,0.0002220232,0.0003658847,0.0009916107,0.0013136,0.0001430503,0.002084015,0.0002413891,0.0001101777],"category_scores_gemma":[0.0006748695,0.0001921447,0.0001469718,0.002141153,0.00178806,0.003003966,0.0009835658,0.00136282,0.0000612081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003925384,"about_ca_system_score_gemma":0.0003117783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001223605,"about_ca_topic_score_gemma":0.000223433,"domain_scores_codex":[0.9951382,0.002100871,0.0004899357,0.0005147219,0.0009706238,0.0007856369],"domain_scores_gemma":[0.9950289,0.001318945,0.000214385,0.0005579193,0.002787555,0.00009232252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000222598,0.0001577375,0.00001022409,0.00001820341,0.0001007189,0.000007234843,0.0647481,0.00006495654,0.002649999,0.9279619,0.001618987,0.002639619],"study_design_scores_gemma":[0.0003622226,0.0004481812,0.000146252,0.00005210486,0.000006637263,0.000004557323,0.3850987,0.1763596,0.0007906185,0.4357316,0.0007436672,0.0002558522],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1925274,0.00002740995,0.7846352,0.01552133,0.000103858,0.0009948731,0.00005129807,0.0001952659,0.00594344],"genre_scores_gemma":[0.981586,0.000005757542,0.01741894,0.0001698334,0.0001040474,0.00004626737,0.00005425012,0.00001922156,0.0005957066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7890586,"threshold_uncertainty_score":0.9999865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3498510872035879,"score_gpt":0.4668485820275027,"score_spread":0.1169974948239148,"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."}}