{"id":"W4407029402","doi":"10.61838/kman.psynexus.2.1.1","title":"Interdisciplinary","year":2024,"lang":"en","type":"article","venue":"KMAN Counseling and Psychology Nexus","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002319794,0.0001281884,0.0001737114,0.0003834677,0.0003085379,0.0005559258,0.0003584905,0.000111026,0.0004665627],"category_scores_gemma":[0.000110584,0.00009166701,0.00006655436,0.0007390278,0.0002475733,0.0003051487,0.0001655293,0.000295686,0.001358397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001554689,"about_ca_system_score_gemma":0.00006017187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000133044,"about_ca_topic_score_gemma":0.00004180282,"domain_scores_codex":[0.9979827,0.0001846513,0.0003823015,0.0006413538,0.0005195049,0.000289498],"domain_scores_gemma":[0.9986739,0.0005725357,0.00003611929,0.0004048472,0.0001848928,0.0001277498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003003963,0.00006883303,0.0003515025,0.00002249663,0.00005889916,0.0004078569,0.01533026,0.00003792713,0.002123662,0.01656313,0.6930332,0.2717019],"study_design_scores_gemma":[0.0003588088,0.0006483988,0.0016286,0.00008350464,0.00001540828,0.0003591347,0.006904806,0.02575418,0.00004805446,0.6408092,0.3231031,0.0002868161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7352814,0.01265147,0.03532382,0.04522408,0.005982374,0.0002778366,0.00003886149,0.0003319631,0.1648882],"genre_scores_gemma":[0.9890885,0.00008007525,0.0001320717,0.000694079,0.0004411236,0.00001697616,0.000006688114,0.00001319008,0.009527347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6242461,"threshold_uncertainty_score":0.9994192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09096683597001307,"score_gpt":0.4957080211991179,"score_spread":0.4047411852291048,"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."}}