{"id":"W4366175139","doi":"10.4324/9781003270447-3","title":"Stepping into the unknown","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Counseling, Therapy, and Family Dynamics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001331711,0.0005770769,0.0003879302,0.0007331864,0.01176545,0.007359263,0.000706098,0.001721623,0.01054841],"category_scores_gemma":[0.002265195,0.0002395438,0.0004395581,0.0003932661,0.02397535,0.01193469,0.004624131,0.005774087,0.002662037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003980362,"about_ca_system_score_gemma":0.004707018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01698749,"about_ca_topic_score_gemma":0.02964062,"domain_scores_codex":[0.9986389,0.0007699772,0.00001620928,0.0001633122,0.0001931187,0.0002185348],"domain_scores_gemma":[0.9991848,0.0003809115,0.00004083521,0.0001214466,0.000117019,0.0001550708],"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":[0.00002076719,0.00002787123,0.0004397745,0.000100241,0.000007030506,0.0005861265,0.141154,0.0001337833,0.0002937091,0.7300737,0.07212575,0.05503718],"study_design_scores_gemma":[0.000002509434,0.00001709049,0.0002625494,0.0002423829,0.000004352552,0.0004747949,0.04364147,0.0001038687,0.0001634305,0.05749057,0.8975844,0.00001240906],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01427299,0.01600999,0.006739165,0.03755085,0.002148917,0.00004826126,0.0000421102,0.0001297154,0.923058],"genre_scores_gemma":[0.4121949,0.01263945,0.004512922,0.01666934,0.0007314896,0.00007608192,0.00005479677,0.000248828,0.5528721],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01698749,"threshold_uncertainty_score":0.03528798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03674530112742703,"score_gpt":0.2986653514727406,"score_spread":0.2619200503453136,"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."}}