{"id":"W1911079757","doi":"","title":"Using Multivariate Concept-Mapping for Examining Client Understandings of Counselling","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Cognitive and psychological constructs research","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Categorization; Perspective (graphical); Trustworthiness; Qualitative research; Psychology; Computer science; Social psychology; Sociology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001175067,0.0002064424,0.0004545845,0.0004646924,0.0002578045,0.00008494089,0.0002197681,0.0001768605,0.0003696146],"category_scores_gemma":[0.000004935895,0.0001884465,0.0001354937,0.0003170132,0.0003094398,0.00009936089,8.260555e-8,0.0003499541,0.0000014889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002422113,"about_ca_system_score_gemma":0.0001380669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001856803,"about_ca_topic_score_gemma":0.0001321546,"domain_scores_codex":[0.99815,0.0001468762,0.000676474,0.000279332,0.0002163441,0.0005310035],"domain_scores_gemma":[0.9979143,0.0004949346,0.0004600839,0.0001602985,0.000508918,0.0004614372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003751154,0.0003251326,0.002609041,0.000130459,0.001441317,0.0003086769,0.1785615,0.0006625702,0.03647828,0.1162553,0.002738682,0.6567379],"study_design_scores_gemma":[0.01641004,0.006499609,0.002306137,0.002275508,0.0002225212,0.001030299,0.007475073,0.002126004,0.001104328,0.7105633,0.2484951,0.001492027],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3800055,0.01815794,0.6000465,0.0002044968,0.0006707864,0.0002382708,0.00003438703,0.000006253944,0.0006359351],"genre_scores_gemma":[0.9799652,0.01627218,0.00242155,0.0007966124,0.0003532843,0.000002017716,0.000003065706,0.00002853585,0.0001575537],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6552459,"threshold_uncertainty_score":0.7684625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2552442934116508,"score_gpt":0.4124836264103936,"score_spread":0.1572393329987428,"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."}}