{"id":"W6890373347","doi":"10.34989/sdp-2023-17","title":"Digitalization: Productivity","year":2023,"lang":"en","type":"article","venue":"Econstor (Econstor)","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada","funders":"","keywords":"Productivity; Production (economics); Yield (engineering); Work (physics); Context (archaeology); Multifactor productivity","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001789044,0.0002329386,0.0002246532,0.0002581935,0.0001016852,0.0001465456,0.0002109913,0.0001470117,0.0005596212],"category_scores_gemma":[0.00006985482,0.0002687188,0.00009356804,0.0006443055,0.0001466418,0.001317956,0.00003172845,0.0002151846,0.003635559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001501349,"about_ca_system_score_gemma":0.00006914121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000162287,"about_ca_topic_score_gemma":0.000007145779,"domain_scores_codex":[0.9987414,0.00001567076,0.0003844006,0.0002644609,0.0001970882,0.0003969474],"domain_scores_gemma":[0.9992918,0.00008050819,0.00004305604,0.0003846776,0.00005420799,0.0001457304],"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":[0.000008613997,0.00008510346,0.7040631,0.0003675054,0.0002127658,0.00004150629,0.0008211145,0.02381454,0.0003968466,0.01089008,0.2475056,0.01179332],"study_design_scores_gemma":[0.001621588,0.00009925844,0.2176271,0.000257744,0.00006235024,0.0003149313,0.0009627331,0.01249563,0.01377784,0.003010917,0.7472504,0.00251948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6634923,0.00006755949,0.0006103016,0.0001400082,0.002238902,0.0002074364,0.00009408654,0.002113922,0.3310355],"genre_scores_gemma":[0.9958696,0.00002354817,0.00008369244,0.00003511187,0.0003360831,0.00007002652,0.00008501585,0.00006093031,0.003436041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4997449,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730341990646079,"score_gpt":0.2187868465846659,"score_spread":0.2014834266782052,"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."}}