{"id":"W3142546565","doi":"10.1002/joom.1137","title":"What warrants our claims? A methodological evaluation of argument structure","year":2021,"lang":"en","type":"article","venue":"Journal of Operations Management","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Argument (complex analysis); Epistemology; Empirical research; Process (computing); Empirical evidence; Computer science; Sociology; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001721991,0.0001550619,0.0003113995,0.0003171715,0.0002030555,0.0004271757,0.000234421,0.00004265966,0.001066952],"category_scores_gemma":[0.0002427701,0.0001229318,0.0001238207,0.0006580787,0.00001952155,0.001657189,0.0002663238,0.0001102909,0.00002204496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007836425,"about_ca_system_score_gemma":0.00003745428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004959357,"about_ca_topic_score_gemma":0.00005554765,"domain_scores_codex":[0.9977942,0.00009777687,0.0006752483,0.0001891235,0.001090264,0.0001534593],"domain_scores_gemma":[0.997557,0.00002253991,0.0003829671,0.0001947213,0.001829105,0.00001364801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002645427,0.00232762,0.02110364,0.001652317,0.005048698,0.0003066777,0.001082,0.2472765,0.006611442,0.4660138,0.1166436,0.1316692],"study_design_scores_gemma":[0.01863687,0.0003111851,0.3797014,0.002061933,0.01266361,0.0001157315,0.1028335,0.06268389,0.007821925,0.1967566,0.2140139,0.0023995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8893,0.00575068,0.04217852,0.03177955,0.008292184,0.001843582,0.000009212536,0.00006815441,0.02077812],"genre_scores_gemma":[0.9844984,0.0005847395,0.01231529,0.00107341,0.0007209936,0.000008733288,0.00003114656,0.00001459327,0.0007527288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3585978,"threshold_uncertainty_score":0.9998462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1119935320824015,"score_gpt":0.3477901838095941,"score_spread":0.2357966517271926,"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."}}