{"id":"W4401845016","doi":"10.1007/978-3-031-66719-0_15","title":"Future Directions and Challenges","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","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":[0.006277185,0.0005608714,0.0007761513,0.001261566,0.002755614,0.01173378,0.001924043,0.005233601,0.1451989],"category_scores_gemma":[0.00642486,0.0002475499,0.0005297539,0.001630172,0.004513992,0.01403482,0.004629219,0.004863178,0.03290894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00313084,"about_ca_system_score_gemma":0.01146978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003993266,"about_ca_topic_score_gemma":0.01075712,"domain_scores_codex":[0.9980124,0.0006764323,0.00005701783,0.0001911071,0.0006580327,0.0004049991],"domain_scores_gemma":[0.9958824,0.001290283,0.0001143736,0.0002606885,0.001194601,0.001257784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004299153,0.00008290305,0.0001455158,0.0003613068,0.000004926505,0.00007259296,0.0005047896,0.0001375523,0.0001771477,0.25355,0.5555148,0.1894055],"study_design_scores_gemma":[0.000005288714,0.00001087628,0.00007008597,0.0003483894,0.000002280473,0.00005448294,0.001358195,0.0000605673,0.00003435059,0.05316931,0.9448808,0.000005482855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001444411,0.1243902,0.004661405,0.3829723,0.0315064,0.00005532861,0.0003537296,0.0003341101,0.4542822],"genre_scores_gemma":[0.03344765,0.1680196,0.01355272,0.1256247,0.01616019,0.0002584204,0.0008370508,0.0003083162,0.6417913],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1451989,"threshold_uncertainty_score":0.4857388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02692637085512256,"score_gpt":0.2043217606029308,"score_spread":0.1773953897478082,"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."}}