{"id":"W4381415361","doi":"10.17705/1cais.05236","title":"Rejoinder to Comments on Recent Developments in PLS","year":2023,"lang":"en","type":"article","venue":"Communications of the Association for Information Systems","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Psychology; Computer science; Epistemology; Positive economics; Economics; 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":[],"consensus_categories":[],"category_scores_codex":[0.001506891,0.00005590057,0.0001068728,0.0001248382,0.0002000226,0.00004227987,0.0008666119,0.00004562105,0.000001613955],"category_scores_gemma":[0.0005611726,0.00004598058,0.00004288955,0.000911296,0.00001257518,0.0002373072,0.0004289148,0.00006325859,0.000488281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007123227,"about_ca_system_score_gemma":0.00001050199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000222883,"about_ca_topic_score_gemma":0.00001791472,"domain_scores_codex":[0.998836,0.0001451541,0.00047952,0.00005516869,0.0003583113,0.0001258101],"domain_scores_gemma":[0.9985287,0.0002013748,0.0003549199,0.0008288772,0.00005979373,0.00002631271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003428313,0.0002238686,0.7484975,0.00006936346,0.000155541,1.822258e-8,0.0187963,0.08037642,0.0007251189,0.01569649,0.1284091,0.007015965],"study_design_scores_gemma":[0.0004517156,0.00001717246,0.255136,0.00008771584,0.00001060747,7.157917e-8,0.001294858,0.001228857,0.0009315754,0.0001802213,0.74054,0.0001211801],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7064521,0.00003978628,0.000704569,0.07039347,0.004094077,0.008604514,0.0006404591,0.0005383047,0.2085327],"genre_scores_gemma":[0.997839,0.00001934099,0.0002786847,0.0001806759,0.000006287906,0.000179357,0.00008653165,0.000003676456,0.00140646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6121309,"threshold_uncertainty_score":0.6276028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06359321324691518,"score_gpt":0.3130702167013022,"score_spread":0.249477003454387,"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."}}