{"id":"W4297846253","doi":"10.2139/ssrn.4103768","title":"Agenda for Practice Oriented Research: From Relevance versus Rigor to Relevance with Rigor","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Center for Interuniversity Research and Analysis on Organizations; HEC Montréal","funders":"","keywords":"Relevance (law); Rigour; Engineering ethics; Political science; Sociology; Public relations; Psychology; Epistemology; Law; 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7363716,0.004289102,0.01479201,0.0218802,0.01549127,0.07563818,0.01534568,0.04853706,0.01020898],"category_scores_gemma":[0.7622879,0.005282179,0.005469184,0.01552083,0.1012441,0.08416465,0.04548036,0.04958318,0.003024203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.041638,"about_ca_system_score_gemma":0.1323002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0035234,"about_ca_topic_score_gemma":0.003560521,"domain_scores_codex":[0.2337064,0.6154556,0.04909515,0.01713954,0.07591995,0.008683329],"domain_scores_gemma":[0.08098447,0.7773591,0.02682156,0.0458779,0.05219014,0.01676691],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008483765,0.0004349939,0.002956302,0.01866451,0.0009350084,0.0002058187,0.01342233,0.00100245,0.0004456581,0.8015244,0.0266123,0.1329477],"study_design_scores_gemma":[0.0003766443,0.0002601174,0.001030913,0.01540957,0.0003223941,0.0001120359,0.006026651,0.001552669,0.0003813702,0.952759,0.02161623,0.0001524796],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.003846223,0.0529277,0.06420878,0.8506198,0.008279943,0.001182314,0.0002285397,0.0002841614,0.01842264],"genre_scores_gemma":[0.4933589,0.03730814,0.2587756,0.1736225,0.01956262,0.01155316,0.0005774248,0.0006143315,0.004627289],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2636284,"threshold_uncertainty_score":0.3251008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2658163949900732,"score_gpt":0.5305738425797831,"score_spread":0.2647574475897099,"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."}}