{"id":"W2587361890","doi":"","title":"Guides to Reducing Social Loafing in Group Projects: Faculty Development","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social loafing; Accreditation; Psychology; Work (physics); Group work; Teamwork; Construct (python library); Medical education; Public relations; Pedagogy; Political science; Engineering; Social psychology; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001671284,0.0001474334,0.0001663925,0.0002048954,0.0002146945,0.00003037935,0.0002648158,0.00008832817,0.00009366945],"category_scores_gemma":[0.00003099987,0.000105023,0.00005230205,0.0002209242,0.00001935086,0.000128559,0.00004601077,0.0007445348,0.0001555636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001596137,"about_ca_system_score_gemma":0.0008565675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001358201,"about_ca_topic_score_gemma":0.002012051,"domain_scores_codex":[0.9970551,0.00006506126,0.000386543,0.000247412,0.0001802835,0.002065612],"domain_scores_gemma":[0.9996446,0.00002303816,0.0001230834,0.0001030415,0.00004190654,0.00006433404],"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":[0.0002108897,0.000143468,0.0254901,0.000006862656,0.0001475301,0.00001466404,0.01315906,0.000008052616,0.002860536,0.08904585,0.0009046009,0.8680084],"study_design_scores_gemma":[0.01227195,0.002268009,0.6276252,0.0008921523,0.0000637101,0.002346767,0.03052196,0.0001392413,0.0007785246,0.07249023,0.2476891,0.002913149],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860268,0.0002352007,0.009011475,0.001787836,0.0003668905,0.0001455023,0.000002638261,0.00002848989,0.002395184],"genre_scores_gemma":[0.9953179,0.00008370132,0.0006695775,0.0001302906,0.0003603835,0.00002400705,0.000002444502,0.0000243328,0.003387327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8650953,"threshold_uncertainty_score":0.4282713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02948438010771436,"score_gpt":0.3261076163318728,"score_spread":0.2966232362241584,"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."}}