{"id":"W2097642249","doi":"10.1177/0894439312436487","title":"Capturing the Stream of Behavior","year":2012,"lang":"en","type":"article","venue":"Social Science Computer Review","topic":"Mental Health Research Topics","field":"Psychology","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; University of Waterloo","funders":"","keywords":"Joystick; Executable; Moment (physics); Software; Computer science; Affect (linguistics); Perception; Human–computer interaction; Observer (physics); Psychology; Communication; Simulation; Physics","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":[0.001883341,0.0000571547,0.0001457763,0.00002497764,0.0002608662,0.00001152563,0.0005275878,0.00002134983,0.0004399663],"category_scores_gemma":[0.00001760601,0.0000362622,0.00005552999,0.0004351336,0.0004526031,0.0001102759,0.0001782346,0.0001320778,0.0001276903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006369784,"about_ca_system_score_gemma":0.00005796925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008635768,"about_ca_topic_score_gemma":0.000001814911,"domain_scores_codex":[0.9986845,0.0001632207,0.0002020881,0.0001267414,0.0003879456,0.0004355306],"domain_scores_gemma":[0.9994853,0.00004241323,0.00008924791,0.0002165541,0.00005308245,0.0001133957],"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":[8.871551e-7,0.0001279745,0.008096667,0.0003872366,0.00000339141,0.00000107624,0.002353276,8.954878e-9,0.00001553458,0.03197735,0.003943331,0.9530933],"study_design_scores_gemma":[0.0002659084,0.0001449732,0.739076,0.0009429255,0.00005841497,0.00003214509,0.0003347514,0.00000919616,0.0001077865,0.0002141031,0.2585644,0.0002494909],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5201204,0.2915582,0.001314237,0.0117762,0.01068459,0.006649488,0.00002823621,0.0001501223,0.1577184],"genre_scores_gemma":[0.9951544,0.001387295,0.0004918072,0.001803818,0.0008027558,0.0000931836,0.000001045657,0.00000673202,0.0002589193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9528438,"threshold_uncertainty_score":0.4817322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1819440138359777,"score_gpt":0.5198225846575919,"score_spread":0.3378785708216142,"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."}}