{"id":"W4405205052","doi":"10.1007/978-3-662-70074-7_1","title":"Fundamentals of Planning Scientific Work","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Work (physics); Computer science; Management science; Engineering ethics; Engineering; Mechanical engineering","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":[0.0009773145,0.0007354302,0.0005425748,0.001450305,0.001423146,0.004206864,0.001186877,0.001303298,0.05077599],"category_scores_gemma":[0.001909909,0.0004831389,0.0003798494,0.002208412,0.003296214,0.003362791,0.001528421,0.002286718,0.01987277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002331888,"about_ca_system_score_gemma":0.003150636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003714839,"about_ca_topic_score_gemma":0.005025776,"domain_scores_codex":[0.9991997,0.0002054785,0.00002974651,0.00008871331,0.0004143455,0.00006191616],"domain_scores_gemma":[0.9994169,0.0002891213,0.0000277752,0.0001031979,0.0001189699,0.00004394132],"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":[0.000002704954,0.000009654203,0.00002097424,0.0000689356,0.000002006434,0.00001326482,0.0001436145,0.001119537,0.00006532458,0.89834,0.04818433,0.05202975],"study_design_scores_gemma":[0.000001624594,0.000003716088,0.00004321713,0.00007443532,0.000001143354,0.00001836092,0.00006361274,0.0007740234,0.0000628199,0.5617613,0.4371919,0.000003810414],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.0002435886,0.005393087,0.03857785,0.002535592,0.0006375156,0.00005814039,0.0001266704,0.0001258542,0.9523016],"genre_scores_gemma":[0.03383507,0.01894054,0.04717384,0.001160499,0.001258967,0.0003905593,0.000402926,0.0002731037,0.8965645],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05077599,"threshold_uncertainty_score":0.1698626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.338679273774924,"score_gpt":0.4340453314004216,"score_spread":0.0953660576254976,"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."}}