{"id":"W6958037118","doi":"10.60692/s2h49-3mz03","title":"Report of the ACBS Task Force on the strategies and tactics of contextual behavioral science research","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"CLARITY; Task (project management); Behavioural sciences; Task force; Process (computing); White paper","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2949401,0.003445791,0.003347694,0.01603519,0.01072491,0.01969172,0.009441283,0.01797222,0.007953729],"category_scores_gemma":[0.2473018,0.003115907,0.00360248,0.01511031,0.009202633,0.007979165,0.01257646,0.01840507,0.006787961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02165196,"about_ca_system_score_gemma":0.1517864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1454059,"about_ca_topic_score_gemma":0.1370908,"domain_scores_codex":[0.810993,0.0612873,0.02220788,0.007774457,0.09099121,0.006746142],"domain_scores_gemma":[0.6012113,0.179471,0.02510088,0.02446355,0.1436081,0.02614502],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008222424,0.000349983,0.003839102,0.002121461,0.00007851213,0.0001467685,0.003440023,0.001000691,0.001139003,0.05344872,0.8059914,0.1283621],"study_design_scores_gemma":[0.00004337962,0.0000715682,0.004754316,0.00776011,0.0000734596,0.0001057987,0.002280814,0.000417067,0.0007399753,0.01041839,0.9731967,0.0001384487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.007008436,0.06950964,0.100816,0.5602949,0.04141596,0.02911326,0.01893119,0.001813294,0.1710973],"genre_scores_gemma":[0.04556571,0.09970866,0.4781088,0.1260711,0.01426017,0.05580992,0.03040694,0.003499712,0.146569],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7050599,"threshold_uncertainty_score":0.8694644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1427767450439455,"score_gpt":0.2777957014662009,"score_spread":0.1350189564222554,"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."}}