{"id":"W2345842746","doi":"10.15173/jpc.v4i2.2345","title":"Visualizing communication patterns among expert and novice counselors","year":2016,"lang":"en","type":"article","venue":"Journal of Professional Communication","topic":"Qualitative Research Methods and Applications","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Portrait; Professional communication; Visualization; Computer science; Human–computer interaction; Psychology; Multimedia; World Wide Web; Communication; Artificial intelligence; Visual arts","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":[0.003040573,0.0003154757,0.0002731742,0.003385292,0.001703148,0.002229583,0.0006192549,0.0007755,0.003037588],"category_scores_gemma":[0.01859202,0.0002799277,0.0001830979,0.001383965,0.0009179014,0.002313496,0.001621394,0.0006236079,0.0003988238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000832041,"about_ca_system_score_gemma":0.0007129676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002139639,"about_ca_topic_score_gemma":0.002693842,"domain_scores_codex":[0.9968517,0.001937052,0.000181524,0.0002840573,0.0005695872,0.0001759631],"domain_scores_gemma":[0.9870654,0.01001141,0.001109326,0.0005025135,0.0009688552,0.0003423718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004260378,0.000100327,0.02810756,0.0005536702,0.00003800298,0.0006902813,0.8003923,0.0003774266,0.02270249,0.002021509,0.002013477,0.1425769],"study_design_scores_gemma":[0.00006219009,0.0006663658,0.1136743,0.0007315002,0.00007798972,0.002287887,0.8068054,0.004308297,0.01950644,0.006085384,0.04557855,0.0002157219],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969308,0.0004527261,0.02164848,0.000521535,0.00003091718,0.0001362918,0.0002898193,0.000287457,0.007324682],"genre_scores_gemma":[0.9777027,0.0003440287,0.01854327,0.00006878655,0.00001535431,0.0001760546,0.0001857903,0.0000699099,0.002894053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003385292,"threshold_uncertainty_score":0.01608026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1207171296084074,"score_gpt":0.5429083218616941,"score_spread":0.4221911922532867,"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."}}