{"id":"W4381113268","doi":"10.2139/ssrn.4472585","title":"A Task-Interdependency Model of Complex Collaborative Work for Advancing Human-Centered Crowd Work","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Interdependence; Work (physics); Task (project management); Computer science; Human–computer interaction; Knowledge management; Sociology; Engineering; Systems engineering; Social science","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":[0.001992668,0.0001779236,0.0002757317,0.0003173909,0.0004583428,0.0001419043,0.001045125,0.00004898042,0.000005687027],"category_scores_gemma":[0.0001328635,0.0001666051,0.0001634773,0.001864218,0.00007172258,0.0006342483,0.000245323,0.000621091,0.00001623616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000399283,"about_ca_system_score_gemma":0.001636842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004779308,"about_ca_topic_score_gemma":0.0001573977,"domain_scores_codex":[0.9966037,0.00007473051,0.0004207792,0.0003762798,0.0003863273,0.002138173],"domain_scores_gemma":[0.9987442,0.0001264833,0.0003026859,0.0002496551,0.0004708561,0.0001060673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003612043,0.0003100957,0.002182758,0.00007563862,0.0005192132,0.00002312987,0.0106679,0.01367863,0.0580111,0.6942974,0.006244076,0.2136289],"study_design_scores_gemma":[0.002532369,0.0008824083,0.001084243,0.0003825719,0.00004021628,0.00005642474,0.004914794,0.07522881,0.001650995,0.9117013,0.0008898695,0.0006359532],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05048741,0.0003255883,0.9469813,0.0009798771,0.0002282287,0.0003252415,0.000007519673,0.00009766173,0.0005671981],"genre_scores_gemma":[0.9913754,0.0002325763,0.007062663,0.0001233446,0.00009768228,0.00002479532,0.000004613379,0.00001505236,0.001063897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.940888,"threshold_uncertainty_score":0.6793959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03969070285696007,"score_gpt":0.3077830677048132,"score_spread":0.2680923648478531,"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."}}