{"id":"W4206030617","doi":"10.1017/9781108626095","title":"Megacorporation","year":2021,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Appeal; Existentialism; Corporation; Ideology; Scope (computer science); Perspective (graphical); Alphabet; Corporate social responsibility; Politics; Field (mathematics); Public relations; Ideal (ethics); Big business; Political science; Sociology; Law; Computer science; Philosophy; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008214877,0.0003028416,0.0004280457,0.0002622338,0.001088813,0.0001934629,0.0006465922,0.000586308,0.00001679379],"category_scores_gemma":[0.000191018,0.0004075781,0.0002125985,0.00007635382,0.0005838064,0.0002639967,0.0002604706,0.0005310854,0.00001269514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002383851,"about_ca_system_score_gemma":0.003485936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004452134,"about_ca_topic_score_gemma":0.0004161066,"domain_scores_codex":[0.9973438,0.0006131011,0.000308446,0.0006052675,0.0007175331,0.0004118698],"domain_scores_gemma":[0.9971848,0.0001325306,0.0004537773,0.0006166704,0.001459678,0.0001525915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000116523,0.00001251011,0.0000159587,0.0001312418,0.00005275047,0.000119683,0.001323403,0.000002985596,0.000004533003,0.7777885,0.220299,0.0002378747],"study_design_scores_gemma":[0.000251036,0.00001753381,0.00003489395,0.00009369649,0.00008932547,0.000001943301,0.002325469,0.0000147753,0.00002161653,0.00009894332,0.9966528,0.0003980134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002635958,0.00009355869,0.0006533962,0.00009082869,0.0009145949,0.0008875589,0.0000809374,0.000253142,0.9967624],"genre_scores_gemma":[0.004102182,0.00001926892,0.00005550543,0.00006129633,0.001013124,0.000002440892,0.0003582678,0.00003855451,0.9943494],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7776895,"threshold_uncertainty_score":0.9998376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02668367212655483,"score_gpt":0.254504771572837,"score_spread":0.2278210994462822,"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."}}