{"id":"W4399770561","doi":"10.2196/53203","title":"The Machine Speaks: Conversational AI and the Importance of Effort to Relationships of Meaning","year":2024,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Value (mathematics); Phenomenon; Interpersonal communication; Focus (optics); Psychology; Interpersonal relationship; Epistemology; Social psychology; Computer science; Sociology","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":[0.003304622,0.00003903823,0.00009107573,0.00001949874,0.0008249774,0.00004765661,0.000088995,0.00003199848,0.00001708459],"category_scores_gemma":[0.0001582481,0.0000235166,0.00003167525,0.0001588116,0.0004240885,0.0001058204,0.0000277966,0.0001850723,0.00000202664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008816292,"about_ca_system_score_gemma":0.0003422924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003124521,"about_ca_topic_score_gemma":0.01150139,"domain_scores_codex":[0.9991021,0.0001717311,0.000208681,0.0000745612,0.0003178576,0.0001250743],"domain_scores_gemma":[0.9992583,0.000476004,0.00007809378,0.00006274322,0.00004937919,0.00007543692],"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":[0.00002841588,0.000007912467,0.01134938,0.00003309625,0.00001187048,1.261596e-7,0.107491,9.608497e-7,0.000003839018,0.8766844,0.003066622,0.001322423],"study_design_scores_gemma":[0.001975405,0.000507125,0.2021597,0.0007978455,0.00003262348,0.000003965638,0.1479323,0.001932342,0.00007094418,0.4500135,0.1942326,0.0003417421],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3524046,0.004068164,0.00004288117,0.6161714,0.000697453,0.001347351,0.00007461974,0.00003398726,0.02515962],"genre_scores_gemma":[0.9973952,0.0005494067,0.00006461879,0.001417538,0.00006731338,0.000007348523,0.000004001651,0.000003855132,0.0004907556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6449906,"threshold_uncertainty_score":0.6418046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04070309955063051,"score_gpt":0.409500888941879,"score_spread":0.3687977893912485,"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."}}