{"id":"W95216147","doi":"","title":"Risk Analysis and Uncertainty: Implications for Counselling.","year":2004,"lang":"en","type":"article","venue":"Guidance & counselling","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; Applied psychology; Clinical psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006000042,0.0001692269,0.000281853,0.0001561373,0.0004441345,0.00004698616,0.0001834358,0.0001022717,0.00003809759],"category_scores_gemma":[0.00001104523,0.000166015,0.0001323656,0.0006279458,0.000114186,0.00008978723,0.000003079344,0.000137355,0.00004540035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007565626,"about_ca_system_score_gemma":0.0000576432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009221854,"about_ca_topic_score_gemma":0.0007151994,"domain_scores_codex":[0.9984236,0.00003954365,0.000392754,0.00053589,0.0001304272,0.0004777628],"domain_scores_gemma":[0.9988372,0.0002160221,0.0002108951,0.0004506059,0.000136584,0.0001486696],"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":[0.0009489649,0.00109145,0.2584192,0.0002762765,0.002437733,0.00001658503,0.04266407,0.1017432,0.002887367,0.2847069,0.003561083,0.3012471],"study_design_scores_gemma":[0.009180845,0.001587377,0.2334485,0.0003256342,0.004550413,0.000118964,0.004823753,0.01100322,0.001990143,0.4318994,0.2984283,0.002643434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5066786,0.006749387,0.4849363,0.0004039136,0.0002032657,0.0004214966,0.0001068781,0.00006942529,0.0004307503],"genre_scores_gemma":[0.9846601,0.009873392,0.003902794,0.0006434403,0.0001705468,0.0002275404,0.00004877147,0.00002374211,0.0004496722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4810335,"threshold_uncertainty_score":0.6769895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02686530172204561,"score_gpt":0.3778508568139661,"score_spread":0.3509855550919205,"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."}}