{"id":"W4396982960","doi":"10.69520/jipe.v5i.161","title":"Research, Growth, and Community: We Are All Researchers","year":2023,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Data science; Sociology; Computer science","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02432401,0.0000595461,0.0001189862,0.002280092,0.001014183,0.0001150191,0.000560243,0.00009647034,0.00004287924],"category_scores_gemma":[0.005587015,0.00006126206,0.00001809158,0.007064037,0.0002433593,0.0003020976,0.0001369316,0.002433556,0.0000148007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002604813,"about_ca_system_score_gemma":0.001017516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003015749,"about_ca_topic_score_gemma":0.0006466488,"domain_scores_codex":[0.9953391,0.003068337,0.000529442,0.00006610605,0.0007240884,0.0002729408],"domain_scores_gemma":[0.9965283,0.001370374,0.0003379959,0.0002212661,0.001470213,0.00007189807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009179646,0.001430793,0.05479208,0.0002675626,0.00009134033,0.00001218148,0.288983,0.00006121807,0.002515849,0.3533273,0.2051001,0.09332684],"study_design_scores_gemma":[0.0002614554,0.0001202291,0.05520883,0.0004108757,0.000004389435,0.000005175958,0.7418739,0.000007237275,0.0001366789,0.03835111,0.1635212,0.00009895998],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8827463,0.0004025068,0.00002664279,0.103352,0.0003181451,0.0001656753,7.189573e-7,0.00005227291,0.01293575],"genre_scores_gemma":[0.9954631,0.002117941,0.0004639887,0.0005056806,0.0001747077,0.00001886204,0.000004908535,0.00001034319,0.001240486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4528909,"threshold_uncertainty_score":0.9998679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2629492056157335,"score_gpt":0.4783346068393909,"score_spread":0.2153854012236574,"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."}}