{"id":"W2100744083","doi":"10.1177/17151635061390s306","title":"Learning to Be Indispensable","year":2006,"lang":"fr","type":"article","venue":"Canadian Pharmacists Journal / Revue des Pharmaciens du Canada","topic":"Education Discipline and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001958419,0.0004686751,0.0004694225,0.0004390015,0.003663319,0.0006202344,0.0009391024,0.0001472962,0.01103073],"category_scores_gemma":[0.0004170067,0.0005809416,0.0002200849,0.00207504,0.0005107464,0.0008685632,0.0000666714,0.001278031,0.0002021528],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007560878,"about_ca_system_score_gemma":0.0152657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6579151,"about_ca_topic_score_gemma":0.8843303,"domain_scores_codex":[0.994746,0.0007858349,0.0009408387,0.0005558975,0.0008407829,0.002130636],"domain_scores_gemma":[0.9935563,0.0001879827,0.0004007811,0.0002381332,0.0009551709,0.004661655],"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":[0.00003872524,0.0001681545,0.008144595,0.0001967826,0.0001502679,0.01779166,0.02737943,0.01213152,0.000421804,0.004382649,0.8506204,0.07857398],"study_design_scores_gemma":[0.0006176294,0.00004830929,0.0000799045,0.00003146094,0.0001213964,0.03226552,0.0006230241,0.0005631236,0.0003716559,0.0004470636,0.9640767,0.0007541904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.920621,0.003401821,0.00005502084,0.01393967,0.01291902,0.000447172,0.000493983,0.00003808749,0.04808428],"genre_scores_gemma":[0.8880047,0.003152668,0.000225076,0.008195137,0.006727924,0.00001613567,0.00005358973,0.00006385413,0.09356096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2264151,"threshold_uncertainty_score":0.9996642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0641885650245103,"score_gpt":0.3355635019100583,"score_spread":0.271374936885548,"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."}}