{"id":"W6965122441","doi":"10.34989/sdp-2023-20","title":"Digitalization: Definition and Measurement","year":2023,"lang":"en","type":"article","venue":"Econstor (Econstor)","topic":"Forest Ecology and Biodiversity Studies","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bank of Canada","funders":"","keywords":"Scope (computer science); Measure (data warehouse); Automation; Table (database); Key (lock)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003840582,0.0005852239,0.0006311975,0.01101866,0.002194333,0.01115873,0.000975002,0.001546002,0.002406185],"category_scores_gemma":[0.009518893,0.0002510144,0.0003077959,0.02414969,0.01971823,0.01264825,0.004860765,0.002750567,0.0003534382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01261381,"about_ca_system_score_gemma":0.008681257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05218209,"about_ca_topic_score_gemma":0.02843483,"domain_scores_codex":[0.9948874,0.001484113,0.0004465352,0.0005852471,0.002120167,0.0004765629],"domain_scores_gemma":[0.9926898,0.003479558,0.001244981,0.000673997,0.001439514,0.0004721699],"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":[0.00001083604,0.00001710964,0.005332598,0.0003386379,0.00001194158,0.00007866231,0.002708358,0.0005087243,0.0001490283,0.9211234,0.00447913,0.06524166],"study_design_scores_gemma":[0.000005231559,0.00003112495,0.02199355,0.002959424,0.00002771459,0.0005595061,0.0113694,0.001042993,0.0004641943,0.4529741,0.5085006,0.00007219892],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.06958891,0.3029206,0.07245573,0.070645,0.001539295,0.0003463168,0.002658059,0.0002167629,0.4796293],"genre_scores_gemma":[0.7560349,0.2017098,0.02323229,0.003886448,0.001425321,0.00030744,0.0008873535,0.00009518199,0.01242133],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05218209,"threshold_uncertainty_score":0.1037567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04813453372964437,"score_gpt":0.2015487394452213,"score_spread":0.1534142057155769,"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."}}