{"id":"W2966719537","doi":"10.1007/978-3-030-25726-2_1","title":"The Digital Environment","year":2019,"lang":"en","type":"book-chapter","venue":"Management for professionals","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Forces College","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004123434,0.0006019332,0.0002430958,0.001144811,0.002679614,0.009299341,0.0005741455,0.00187388,0.04790432],"category_scores_gemma":[0.0008042997,0.0001829534,0.0001579523,0.001623242,0.004413735,0.006113676,0.00299712,0.002198019,0.01559416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003547626,"about_ca_system_score_gemma":0.002828453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005873351,"about_ca_topic_score_gemma":0.01112605,"domain_scores_codex":[0.9995596,0.00012717,0.00001174282,0.00007411975,0.0001605835,0.00006672893],"domain_scores_gemma":[0.9998339,0.00005402728,0.00001155854,0.0000312347,0.0000337388,0.00003541942],"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":[0.000003238787,0.00001760281,0.00006906682,0.00004492318,0.00000128403,0.00003166491,0.001221793,0.00006389788,0.00009932589,0.7980171,0.147092,0.05333811],"study_design_scores_gemma":[5.456449e-7,0.000001980567,0.00007781596,0.00006707318,5.971098e-7,0.00002413258,0.000406288,0.00003212396,0.00003670739,0.04169406,0.9576569,0.00000163496],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003805923,0.007199628,0.000849324,0.002827005,0.0005652694,0.00001184588,0.00002494973,0.00002684758,0.9881145],"genre_scores_gemma":[0.01296893,0.005810828,0.0004827353,0.001495963,0.0003610639,0.00002902398,0.00004348253,0.00004302889,0.9787649],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04790432,"threshold_uncertainty_score":0.1602559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03374928924616916,"score_gpt":0.3179068284830836,"score_spread":0.2841575392369144,"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."}}