{"id":"W4408929721","doi":"10.21971/p7s59k","title":"Contributors","year":2008,"lang":"en","type":"article","venue":"Crossing boundaries","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0002006424,0.0001668573,0.0002134982,0.00007131697,0.02928356,0.02317878,0.0001395703,0.0000742982,0.0001808603],"category_scores_gemma":[0.0004543142,0.0001607565,0.00007650319,0.0002730072,0.03979968,0.000437138,0.00005850107,0.000153507,0.002227523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000160667,"about_ca_system_score_gemma":0.00392287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002928811,"about_ca_topic_score_gemma":0.00009270373,"domain_scores_codex":[0.9987323,0.00003777436,0.0002163154,0.0002427392,0.0002945467,0.0004763354],"domain_scores_gemma":[0.9992948,0.00005808954,0.00009094535,0.000312383,0.0001628539,0.0000809714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007575829,0.0003995438,0.4881317,0.00006474429,0.0002831287,0.001075726,0.1135759,0.00009293304,0.04970536,0.1091081,0.2310198,0.005785585],"study_design_scores_gemma":[0.0005782231,0.00002719673,0.03921289,0.00001337915,0.00001014642,0.0001808615,0.00005917087,0.00004816299,0.006305052,0.001242052,0.9521107,0.0002121646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941235,0.0006415736,0.0009449892,0.0001074666,0.0006489489,0.00009070777,0.00006590352,0.0006786819,0.002698266],"genre_scores_gemma":[0.9949111,2.598081e-7,0.001097565,0.0001894623,0.0001753631,0.000006758798,0.00001917569,0.00006320627,0.003537107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.721091,"threshold_uncertainty_score":0.9985493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03136987850318249,"score_gpt":0.2778128339909983,"score_spread":0.2464429554878158,"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."}}