{"id":"W1970590570","doi":"10.3758/brm.41.3.765","title":"Streams and patterns in behavior as challenges for future technologies","year":2009,"lang":"en","type":"article","venue":"Behavior Research Methods","topic":"Mental Health Research Topics","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"STREAMS; Computer science; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.006572747,0.0002338303,0.000382902,0.000821393,0.000227597,0.00006425729,0.0006139293,0.0005018649,0.0003090657],"category_scores_gemma":[0.0004829293,0.0002116352,0.0000713205,0.0004477665,0.0002617649,0.000122541,0.0002201473,0.001357512,0.00003132892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002101467,"about_ca_system_score_gemma":0.00009642105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003483116,"about_ca_topic_score_gemma":0.0002472556,"domain_scores_codex":[0.9949127,0.001837139,0.0004153178,0.0008112199,0.0006157524,0.001407914],"domain_scores_gemma":[0.9977922,0.0008587074,0.00005840199,0.0008473701,0.0001824878,0.000260769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001419758,0.000793014,0.02007968,0.00007913535,0.000005049772,0.0002007762,0.001300128,1.151248e-8,0.001348883,0.009258651,0.0001676392,0.966625],"study_design_scores_gemma":[0.001663429,0.003132923,0.9304889,0.0000811614,0.00001656702,0.00008530397,0.03227548,0.000006146936,0.003888872,0.005539607,0.02250636,0.0003152083],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746836,0.009983913,0.0002085197,0.007871395,0.000368797,0.004235938,0.00006247992,0.0002036868,0.002381709],"genre_scores_gemma":[0.9060258,0.007418994,0.07087535,0.0001167152,0.0004302025,0.01128853,0.00004006954,0.00009466386,0.00370965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9663098,"threshold_uncertainty_score":0.8630231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5247012113643312,"score_gpt":0.6969705412938351,"score_spread":0.1722693299295038,"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."}}