{"id":"W4399881671","doi":"10.1109/mts.2024.3402708","title":"When Not to Use AI","year":2024,"lang":"en","type":"article","venue":"IEEE Technology and Society Magazine","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Psychology","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":[0.01277039,0.0005119655,0.0004370396,0.0008293711,0.004774685,0.009457507,0.001756853,0.008054197,0.02834802],"category_scores_gemma":[0.0662091,0.0003326468,0.0006930115,0.0004795152,0.009408238,0.01336918,0.00463661,0.01097772,0.0246355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002202752,"about_ca_system_score_gemma":0.00587356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003712175,"about_ca_topic_score_gemma":0.00468306,"domain_scores_codex":[0.9833034,0.008610834,0.0006781732,0.001218503,0.004411716,0.001777228],"domain_scores_gemma":[0.9730662,0.01048578,0.001439923,0.002519472,0.006527329,0.005961295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001661104,0.0002697914,0.007225284,0.0005499424,0.00007351681,0.0009777845,0.02321553,0.0002450434,0.002164454,0.09815001,0.6119541,0.2550084],"study_design_scores_gemma":[0.0000242584,0.00007580342,0.001816636,0.0009540628,0.00002679093,0.001067378,0.02930279,0.0002118378,0.001066719,0.05266017,0.9127322,0.00006126461],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01543264,0.006901344,0.008419662,0.7708043,0.009822351,0.00007698153,0.0002016663,0.0005448097,0.1877963],"genre_scores_gemma":[0.340077,0.008782545,0.01323673,0.4985814,0.005182406,0.0003751415,0.0003168706,0.001146245,0.1323016],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02834802,"threshold_uncertainty_score":0.09483361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03530052300553576,"score_gpt":0.3578200434755679,"score_spread":0.3225195204700321,"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."}}