{"id":"W2122987651","doi":"10.1177/0730888414562073","title":"“Write a Word, Get a Third”","year":2015,"lang":"en","type":"article","venue":"Work and Occupations","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Conciliation; Context (archaeology); Task (project management); Public relations; Word (group theory); Sociology; Work (physics); Variation (astronomy); Psychology; Social psychology; Political science; Management; Linguistics; Social science; Mediation; Engineering; History; Economics","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":[0.0001227597,0.0000864356,0.00008376456,0.0001117191,0.0002399204,0.0001871327,0.00007395654,0.00002271206,0.0001154925],"category_scores_gemma":[0.00009761162,0.00007609111,0.00001935122,0.0005771579,0.00003359077,0.0003753743,0.0001474212,0.0000421405,0.0003178839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000892959,"about_ca_system_score_gemma":0.000006993913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006985111,"about_ca_topic_score_gemma":0.0001227355,"domain_scores_codex":[0.9994894,0.000003225134,0.0001106036,0.0001339891,0.0001390829,0.0001237344],"domain_scores_gemma":[0.9997155,0.00001624372,0.00005227387,0.00008960268,0.0001126837,0.00001365957],"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":[0.00001879807,0.00003700735,0.6373404,0.00002003431,0.00002474317,0.000002371081,0.0001842479,0.00003497086,6.002564e-7,0.1097375,0.2494945,0.0031049],"study_design_scores_gemma":[0.000344968,0.000002974025,0.3590987,0.00001475967,0.00004430813,1.943392e-7,0.0002832939,0.0001834541,5.146432e-7,0.01185912,0.628018,0.0001497368],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4688177,0.002625589,0.008913323,0.01628971,0.001302928,0.0008013259,0.000007320842,0.0007821512,0.5004599],"genre_scores_gemma":[0.993454,0.00001837217,0.0006246892,0.001976168,0.0006288947,0.00001643624,0.00004275949,0.00001096953,0.003227749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5246362,"threshold_uncertainty_score":0.4085861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698168691776901,"score_gpt":0.2345698360031251,"score_spread":0.2075881490853561,"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."}}