{"id":"W2977855770","doi":"10.35199/dfx2019.13","title":"A Concept Map for Design Method Experiments in Product Development – A Guideline for Method Developers","year":2019,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; New product development; Product (mathematics); Guideline; Product design; Facilitation; Software engineering; Development (topology); Management science; Knowledge management; Systems engineering; Process management; Data science; Engineering; Mathematics; Psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1898622,0.005050005,0.003535211,0.01240849,0.004316333,0.01226086,0.00787573,0.008632764,0.01872727],"category_scores_gemma":[0.2356233,0.004166475,0.004563059,0.008891121,0.01196896,0.010987,0.009034446,0.01426373,0.01643524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009310809,"about_ca_system_score_gemma":0.03073682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002124176,"about_ca_topic_score_gemma":0.004242876,"domain_scores_codex":[0.7940919,0.1630917,0.01752659,0.004001899,0.01959754,0.001690297],"domain_scores_gemma":[0.6846293,0.2275579,0.01239432,0.0268341,0.04429536,0.004288996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009486635,0.001383463,0.0008919015,0.03042771,0.0003350789,0.001464441,0.03201273,0.007548564,0.01049237,0.264765,0.1744788,0.4752512],"study_design_scores_gemma":[0.0008677162,0.0006139922,0.001247657,0.01761626,0.00013517,0.0009436979,0.004495335,0.006740099,0.003932996,0.1888204,0.7742602,0.0003265073],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001127587,0.002238272,0.9298533,0.005472944,0.00135292,0.04091504,0.001456995,0.002997982,0.01458498],"genre_scores_gemma":[0.002521359,0.000735362,0.9658164,0.0006023088,0.00006826244,0.02835956,0.0003921734,0.0003528065,0.001151748],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1898622,"threshold_uncertainty_score":0.9990441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08312981348806087,"score_gpt":0.4021665361051098,"score_spread":0.3190367226170489,"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."}}