{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0814284,0.001291255,0.003894465,0.003464289,0.02049962,0.04536517,0.004546567,0.0205116,0.006859346],"category_scores_gemma":[0.09408369,0.001344941,0.001050801,0.004344455,0.1245499,0.07720063,0.03205448,0.0389186,0.005186797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006256716,"about_ca_system_score_gemma":0.02940492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004100699,"about_ca_topic_score_gemma":0.004018535,"domain_scores_codex":[0.9026554,0.06085265,0.003003148,0.009374406,0.01752509,0.006589341],"domain_scores_gemma":[0.8285135,0.06106053,0.01008595,0.02355441,0.02556979,0.05121591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001233816,0.0002579974,0.003248922,0.00144834,0.0001508535,0.0007150953,0.1635147,0.0002125293,0.001196027,0.3772887,0.3137318,0.1381116],"study_design_scores_gemma":[0.00004015857,0.0001226483,0.0008352944,0.002273055,0.00005745607,0.00078277,0.07329839,0.0001524478,0.000253264,0.2806979,0.6413909,0.00009576309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004468713,0.04338849,0.00558046,0.9078054,0.01212949,0.00007205897,0.00003837468,0.0002532626,0.02626374],"genre_scores_gemma":[0.3900361,0.06660679,0.02466487,0.4400008,0.02855635,0.0008145387,0.0001896328,0.0007628797,0.04836806],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0814284,"threshold_uncertainty_score":0.4306397,"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."}}